{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Penalized Cox Models\n",
    "\n",
    "[Cox's proportional hazard's model](https://en.wikipedia.org/wiki/Proportional_hazards_model) is often an appealing model, because its coefficients can be interpreted in terms of hazard ratio, which often provides valuable insight. However, if we want to estimate the coefficients of many features, the standard Cox model falls apart, because internally it tries to invert a matrix that becomes singular due to correlations among features.\n",
    "\n",
    "## Ridge\n",
    "\n",
    "This mathematical problem can be avoided by adding a $\\ell_2$ penalty term on the coefficients that shrinks the coefficients to zero. The modified objective has the form\n",
    "$$\n",
    "\\arg\\max_{\\beta}\\quad\\log \\mathrm{PL}(\\beta)\n",
    "- \\frac{\\alpha}{2} \\sum_{j=1}^p \\beta_j^2 ,\n",
    "$$\n",
    "\n",
    "where $\\mathrm{PL}(\\beta)$ is the partial likelihood function of the Cox model, $\\beta_1,\\ldots,\\beta_p$ are the coefficients for $p$ features, and $\\alpha \\geq 0$ is a hyper-parameter that controls the amount of shrinkage. The resulting objective is often referred to as *ridge regression*. If $\\alpha$ is set to zero, we obtain the standard, unpenalized Cox model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "from sklearn import set_config\n",
    "from sklearn.model_selection import GridSearchCV, KFold\n",
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "from sksurv.datasets import load_breast_cancer\n",
    "from sksurv.linear_model import CoxnetSurvivalAnalysis, CoxPHSurvivalAnalysis\n",
    "from sksurv.preprocessing import OneHotEncoder\n",
    "\n",
    "set_config(display=\"text\")  # displays text representation of estimators"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To demonstrate the use of penalized Cox models we are going to use the [breast cancer data](https://clincancerres.aacrjournals.org/content/13/11/3207), which contains the expression levels of 76 genes, age, estrogen receptor status (`er`), tumor size and grade for 198 individuals. The objective is to predict the time to distant metastasis.\n",
    "\n",
    "First, we load the data and perform one-hot encoding of categorical variables `er` and `grade`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X200726_at</th>\n",
       "      <th>X200965_s_at</th>\n",
       "      <th>X201068_s_at</th>\n",
       "      <th>X201091_s_at</th>\n",
       "      <th>X201288_at</th>\n",
       "      <th>X201368_at</th>\n",
       "      <th>X201663_s_at</th>\n",
       "      <th>X201664_at</th>\n",
       "      <th>X202239_at</th>\n",
       "      <th>X202240_at</th>\n",
       "      <th>...</th>\n",
       "      <th>X221816_s_at</th>\n",
       "      <th>X221882_s_at</th>\n",
       "      <th>X221916_at</th>\n",
       "      <th>X221928_at</th>\n",
       "      <th>age</th>\n",
       "      <th>er=positive</th>\n",
       "      <th>grade=intermediate</th>\n",
       "      <th>grade=poorly differentiated</th>\n",
       "      <th>grade=unkown</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10.93</td>\n",
       "      <td>8.96</td>\n",
       "      <td>11.63</td>\n",
       "      <td>10.96</td>\n",
       "      <td>11.52</td>\n",
       "      <td>12.04</td>\n",
       "      <td>9.62</td>\n",
       "      <td>9.81</td>\n",
       "      <td>10.02</td>\n",
       "      <td>7.85</td>\n",
       "      <td>...</td>\n",
       "      <td>10.13</td>\n",
       "      <td>10.93</td>\n",
       "      <td>6.48</td>\n",
       "      <td>5.99</td>\n",
       "      <td>57.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12.24</td>\n",
       "      <td>9.53</td>\n",
       "      <td>12.63</td>\n",
       "      <td>11.59</td>\n",
       "      <td>12.32</td>\n",
       "      <td>10.78</td>\n",
       "      <td>10.60</td>\n",
       "      <td>10.70</td>\n",
       "      <td>10.16</td>\n",
       "      <td>8.74</td>\n",
       "      <td>...</td>\n",
       "      <td>10.21</td>\n",
       "      <td>9.56</td>\n",
       "      <td>4.97</td>\n",
       "      <td>7.05</td>\n",
       "      <td>57.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11.66</td>\n",
       "      <td>10.24</td>\n",
       "      <td>12.57</td>\n",
       "      <td>9.17</td>\n",
       "      <td>11.70</td>\n",
       "      <td>11.35</td>\n",
       "      <td>9.38</td>\n",
       "      <td>10.16</td>\n",
       "      <td>10.03</td>\n",
       "      <td>8.13</td>\n",
       "      <td>...</td>\n",
       "      <td>10.16</td>\n",
       "      <td>9.31</td>\n",
       "      <td>4.28</td>\n",
       "      <td>6.83</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12.17</td>\n",
       "      <td>9.82</td>\n",
       "      <td>12.11</td>\n",
       "      <td>9.09</td>\n",
       "      <td>13.13</td>\n",
       "      <td>11.86</td>\n",
       "      <td>8.40</td>\n",
       "      <td>8.67</td>\n",
       "      <td>10.73</td>\n",
       "      <td>8.65</td>\n",
       "      <td>...</td>\n",
       "      <td>10.66</td>\n",
       "      <td>10.21</td>\n",
       "      <td>5.71</td>\n",
       "      <td>6.93</td>\n",
       "      <td>42.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11.48</td>\n",
       "      <td>11.49</td>\n",
       "      <td>11.78</td>\n",
       "      <td>8.89</td>\n",
       "      <td>10.43</td>\n",
       "      <td>11.40</td>\n",
       "      <td>7.74</td>\n",
       "      <td>8.64</td>\n",
       "      <td>9.56</td>\n",
       "      <td>8.48</td>\n",
       "      <td>...</td>\n",
       "      <td>11.57</td>\n",
       "      <td>10.93</td>\n",
       "      <td>5.82</td>\n",
       "      <td>6.66</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 82 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   X200726_at  X200965_s_at  X201068_s_at  X201091_s_at  X201288_at  \\\n",
       "0       10.93          8.96         11.63         10.96       11.52   \n",
       "1       12.24          9.53         12.63         11.59       12.32   \n",
       "2       11.66         10.24         12.57          9.17       11.70   \n",
       "3       12.17          9.82         12.11          9.09       13.13   \n",
       "4       11.48         11.49         11.78          8.89       10.43   \n",
       "\n",
       "   X201368_at  X201663_s_at  X201664_at  X202239_at  X202240_at  ...  \\\n",
       "0       12.04          9.62        9.81       10.02        7.85  ...   \n",
       "1       10.78         10.60       10.70       10.16        8.74  ...   \n",
       "2       11.35          9.38       10.16       10.03        8.13  ...   \n",
       "3       11.86          8.40        8.67       10.73        8.65  ...   \n",
       "4       11.40          7.74        8.64        9.56        8.48  ...   \n",
       "\n",
       "   X221816_s_at  X221882_s_at  X221916_at  X221928_at   age  er=positive  \\\n",
       "0         10.13         10.93        6.48        5.99  57.0          0.0   \n",
       "1         10.21          9.56        4.97        7.05  57.0          1.0   \n",
       "2         10.16          9.31        4.28        6.83  48.0          0.0   \n",
       "3         10.66         10.21        5.71        6.93  42.0          1.0   \n",
       "4         11.57         10.93        5.82        6.66  46.0          1.0   \n",
       "\n",
       "   grade=intermediate  grade=poorly differentiated  grade=unkown  size  \n",
       "0                 0.0                          1.0           0.0   3.0  \n",
       "1                 0.0                          1.0           0.0   3.0  \n",
       "2                 0.0                          1.0           0.0   2.5  \n",
       "3                 0.0                          1.0           0.0   1.8  \n",
       "4                 1.0                          0.0           0.0   3.0  \n",
       "\n",
       "[5 rows x 82 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X, y = load_breast_cancer()\n",
    "Xt = OneHotEncoder().fit_transform(X)\n",
    "Xt.round(2).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us begin by fitting a penalized Cox model to various values of $\\alpha$ using [sksurv.linear_model.CoxPHSurvivalAnalysis](https://scikit-survival.readthedocs.io/en/latest/api/generated/sksurv.linear_model.CoxPHSurvivalAnalysis.html#sksurv.linear_model.CoxPHSurvivalAnalysis) and recording the coefficients we obtained for each $\\alpha$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "alphas = 10.0 ** np.linspace(-4, 4, 50)\n",
    "coefficients = {}\n",
    "\n",
    "cph = CoxPHSurvivalAnalysis()\n",
    "for alpha in alphas:\n",
    "    cph.set_params(alpha=alpha)\n",
    "    cph.fit(Xt, y)\n",
    "    key = round(alpha, 5)\n",
    "    coefficients[key] = cph.coef_\n",
    "\n",
    "coefficients = pd.DataFrame.from_dict(coefficients).rename_axis(index=\"feature\", columns=\"alpha\").set_index(Xt.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can inspect how the coefficients change for varying $\\alpha$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_coefficients(coefs, n_highlight):\n",
    "    _, ax = plt.subplots(figsize=(9, 6))\n",
    "    alphas = coefs.columns\n",
    "    for row in coefs.itertuples():\n",
    "        ax.semilogx(alphas, row[1:], \".-\", label=row.Index)\n",
    "\n",
    "    alpha_min = alphas.min()\n",
    "    top_coefs = coefs.loc[:, alpha_min].map(abs).sort_values().tail(n_highlight)\n",
    "    for name in top_coefs.index:\n",
    "        coef = coefs.loc[name, alpha_min]\n",
    "        plt.text(alpha_min, coef, name + \"   \", horizontalalignment=\"right\", verticalalignment=\"center\")\n",
    "\n",
    "    ax.yaxis.set_label_position(\"right\")\n",
    "    ax.yaxis.tick_right()\n",
    "    ax.grid(True)\n",
    "    ax.set_xlabel(\"alpha\")\n",
    "    ax.set_ylabel(\"coefficient\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_coefficients(coefficients, n_highlight=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that if the penalty has a large weight (to the right), all coefficients are shrunk almost to zero. As the penalty's weight is decreased, the coefficients' value increases. We can also observe that the paths for `X203391_at` and tumor grade quickly separate themselves from the remaining coefficients, which indicates that this particular gene expression level and tumor grade are important predictive factors for time to distant metastasis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## LASSO\n",
    "\n",
    "While the $\\ell_2$ (ridge) penalty does solve the mathematical problem of fitting a Cox model, we would still need to measure the expression levels of all 76 genes to make predictions. Ideally, we would like to select a small subset of features that are most predictive and ignore the remaining gene expression levels. This is precisely what the LASSO (Least Absolute Shrinkage and Selection Operator) penalty does. Instead of shrinking coefficients to zero it does a type of continuous subset selection, where a subset of coefficients are set to zero and are effectively excluded. This reduces the number of features that we would need to record for prediction. In mathematical terms, the $\\ell_2$ penalty is replaced by a $\\ell_1$ penalty, which leads to the optimization problem\n",
    "\n",
    "$$\n",
    "\\arg\\max_{\\beta}\\quad\\log \\mathrm{PL}(\\beta)\n",
    "- \\alpha \\sum_{j=1}^p |\\beta_j| .\n",
    "$$\n",
    "\n",
    "The main challenge is that we cannot directly control the number of features that get selected, but the value of $\\alpha$ implicitly determines the number of features. Thus, we need a data-driven way to select a suitable $\\alpha$ and obtain a parsimonious model. We can do this by first computing the $\\alpha$ that would ignore all features (coefficients are all zero) and then incrementally decrease its value, let's say until we reach 1% of the original value. This has been implemented in [sksurv.linear_model.CoxnetSurvivalAnalysis](https://scikit-survival.readthedocs.io/en/latest/api/generated/sksurv.linear_model.CoxnetSurvivalAnalysis.html#sksurv.linear_model.CoxnetSurvivalAnalysis) by specifying `l1_ratio=1.0` to use the LASSO penalty and `alpha_min_ratio=0.01` to search for 100 $\\alpha$ values up to 1% of the estimated maximum."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CoxnetSurvivalAnalysis(alpha_min_ratio=0.01, l1_ratio=1.0)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cox_lasso = CoxnetSurvivalAnalysis(l1_ratio=1.0, alpha_min_ratio=0.01)\n",
    "cox_lasso.fit(Xt, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "coefficients_lasso = pd.DataFrame(cox_lasso.coef_, index=Xt.columns, columns=np.round(cox_lasso.alphas_, 5))\n",
    "\n",
    "plot_coefficients(coefficients_lasso, n_highlight=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The figure shows that the LASSO penalty indeed selects a small subset of features for large $\\alpha$ (to the right) with only two features (purple and yellow line) being non-zero. As $\\alpha$ decreases, more and more features become active and are assigned a non-zero coefficient until the entire set of features is used (to the left left). Similar to the plot above for the ridge penalty, the path for `X203391_at` stands out, indicating its importance in breast cancer. However, the overall most important factor seems to be a positive estrogen receptor status (`er`)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Elastic Net\n",
    "\n",
    "The LASSO is a great tool to select a subset of discriminative features, but it has two main drawbacks. First, it cannot select more features than number of samples in the training data, which is problematic when dealing with very high-dimensional data. Second, if data contains a group of features that are highly correlated, the LASSO penalty is going to randomly choose one feature from this group. The Elastic Net penalty overcomes these problems by using a weighted combination of the $\\ell_1$ and $\\ell_2$ penalty by solving:\n",
    "\n",
    "$$\n",
    "\\arg\\max_{\\beta}\\quad\\log \\mathrm{PL}(\\beta)\n",
    "- \\alpha\n",
    "  \\left( r \\sum_{j=1}^p |\\beta_j| + \\frac{1 - r}{2} \\sum_{j=1}^p \\beta_j^2 \\right) ,\n",
    "$$\n",
    "\n",
    "where $r \\in [0; 1[$ is the relative weight of the $\\ell_1$ and $\\ell_2$ penalty. The Elastic Net penalty combines the subset selection property of the LASSO with the regularization strength of the Ridge penalty. This leads to better stability compared to the LASSO penalized model. For a group of highly correlated features, the latter would choose one feature randomly, whereas the Elastic Net penalized model would tend to select all. Usually, it is sufficient to give the $\\ell_2$ penalty only a small weight to improve stability of the LASSO, e.g. by setting $r = 0.9$.\n",
    "\n",
    "As for the LASSO, the weight $\\alpha$ implicitly determines the size of the selected subset, and usually has to be estimated in a data-driven manner."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CoxnetSurvivalAnalysis(alpha_min_ratio=0.01, l1_ratio=0.9)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cox_elastic_net = CoxnetSurvivalAnalysis(l1_ratio=0.9, alpha_min_ratio=0.01)\n",
    "cox_elastic_net.fit(Xt, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmsAAAF9CAYAAABbKy//AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOydd2Ac1fW2nzuzTauy6r1ZliXbsixb7g1sML13CIQWMJDyS0gvkEDKRxIICQkEEiD0QIhDNWC6ccPdkrslW8XqdXdVt83M98dKI8kNQzDYzn34h52dcmdmx/PqPfecIwzDMJBIJBKJRCKRHJMoX/YAJBKJRCKRSCSHRoo1iUQikUgkkmMYKdYkEolEIpFIjmGkWJNIJBKJRCI5hpFiTSKRSCQSieQYxvJlD+BYIDExkdzc3C97GBLJQent7SUyMvLLHoZEIkE+j8cLNTU1tLe3f9nD+NyQYg3Izc1lw4YNX/YwJJKDsmzZMubPn/9lD0MikSCfx+OFqVOnftlD+FyRYVCJRCKRSCSSYxgp1iQSiUQikUiOYaRYk0gkEolEIjmGkWJNIpFIJBKJ5BhGijWJRCKRSCSSYxgp1iQSiUQikUiOYaRYk0gkEolEIjmGkWJNIpFIJBKJ5BhGijWJRCKRSCSSYxgp1iQSiUQikfxPceONN5KcnMyECRMO+v2yZctwuVxMmjSJSZMm8ctf/vILHuFIPlGs1dXVMWrUKDo7OwFwu92MGjWK2tpaysrKmDVrFkVFRUycOJF//etf5nbV1dXMmDGDMWPGcMUVVxAIBADYtWsXs2bNwm63c9999404lsfj4dJLL2Xs2LGMGzeOjz/+2PzuL3/5C4WFhRQVFfHDH/4QgHXr1pkXsqSkhJdffvm/vyKH4ZVXXmHHjh1H9RgSiUQikUiOLtdffz1Lly497Drz5s2jrKyMsrIyfv7zn39BIzs4nyjWsrKyuO222/jxj38MwI9//GMWLVpETk4OTqeTp59+mu3bt7N06VK+853v4PF4APjRj37E7bffTmVlJXFxcTz++OMAxMfH8+c//5nvf//7Bxzr29/+NmeeeSa7du2ivLyccePGAfDhhx/y6quvsmXLFrZv325uO2HCBDZs2EBZWRlLly7llltuIRQKfS4X5mB8WrHmr+2i68M6/LVdR21MEolEIpFIPh0nnXQS8fHxX/YwjhhhGIbxSSsFg0GmTJnCjTfeyKOPPsrmzZux2WwHrFdSUsLixYvJz88nKSmJ5uZmLBYLH3/8MXfddRdvv/22ue5dd91FVFSUKby6urooKSmhqqoKIcSI/V5++eUsWrSIhQsXHnKM1dXVzJw5k4aGBiyWA/vTa5rG1772NTZs2IAQghtvvJHbb78dgHHjxvHwww+b6y5ZsoQlS5YQDAbJyMjgpz/9KXv27OGnP/0pkZGRREZGcvfdd5ORkXHI8TjckL5OQRhgKNA4TccXd8jVJZJD0tPTQ1RU1Jc9DIlEgnwejxeuu+46kpKSzM+LFi1i0aJFI9apqanh3HPPZdu2bQdsv2zZMi655BIyMzNJT0/nvvvuo6io6KiP+1AcqGoOgtVq5d577+XMM8/knXfeOahQW7duHYFAgNGjR9PR0UFsbKwpmjIzM2loaDjsMaqqqkhKSuKGG26gvLycKVOm8MADDxAZGUlFRQUrVqzgZz/7GQ6Hg/vuu49p06YBsHbtWm688UZqa2t55plnDirUAMrKymhoaDBvyqADCBAZGcn8+fPNz8XFxWaI9o477qCyspJvfetbbNiwgXPPPZdLL730E6+Z+6VKeo1mAIQB42NHEzM/6xO3k0j2Z9myZSN+nxKJ5MtDPo/HB0lJSWzYsOEzb19aWkptbS1RUVG8+eabXHjhhVRWVn6OI/x0HHGCwVtvvUVaWtpBFWhTUxNf/epXeeKJJ1AUhYOZdfu7ZfsTCoXYtGkTt912G5s3byYyMpLf/va35ndut5s1a9Zw7733cvnll5vHmDFjBtu3b2f9+vXcc889+Hy+g+4/Ly+PqqoqvvWtb7F06VJiYmIOOZZt27Yxb948iouLee6559i+ffthx34wnFNSQB04ZwNCHf0YIf1T70cikUgkEskXS0xMjOmgnn322QSDQdrb27+08RyRWCsrK+Pdd99lzZo1/PGPf6Spqcn8rquri3POOYdf//rXzJw5E4DExEQ8Ho85f6y+vp709PTDHiMzM5PMzExmzJgBwKWXXsqmTZvM7y6++GKEEEyfPh1FUQ64aOPGjSMyMvKgYhIgLi6O8vJy5s+fz0MPPcRNN910yLFcf/31PPjgg2zdupVf/OIXhxSAh8OeE0PSoolEL8jCPiaWvg0tNP9hA+5X9sg5bBKJRCKRHMM0NzebptC6devQdZ2EhIQvbTyfKNYMw+C2227jT3/6E9nZ2fzgBz8w55kFAgEuuugirr32Wi677DJzGyEECxYsYPHixQA89dRTXHDBBYc9TmpqKllZWezevRuA999/n/HjxwNw4YUX8sEHHwBQUVFBIBAgMTGR6upqUxDW1taye/ducnNzD7r/9vZ2dF3nkksu4Ve/+pUpBA9Gd3c3aWlpBINBnnvuOXN5dHQ03d3dhz2P4dhzYnCdkUvS14qJOSsXze2nd00TbX/bgq/ae8T7kUgkEolE8vlx1VVXMWvWLHbv3k1mZiaPP/44jzzyCI888ggAixcvZsKECZSUlPB///d/vPDCC58YITyafOKctUcffZTs7GxOO+00AL7+9a/z5JNP8tFHH1FXV8fy5cvp6OjgySefBODJJ59k0qRJ/O53v+PKK6/kjjvuYPLkyXzta18Dwmp16tSpdHV1oSgKf/rTn9ixYwcxMTH85S9/4eqrryYQCJCXl8cTTzwBhOuh3HjjjUyYMAGbzcZTTz2FEIKVK1fy29/+FqvViqIo/PWvfyUxMfGg59HQ0MANN9yArodDkffcc88hz/lXv/oVM2bMICcnh+LiYlOgXXnlldx88838+c9/ZvHixYwePfoILzOgAwIwAN3A/cIukm6eiCUx4sj3IZFIJBKJ5L/m+eefP+z33/zmN/nmN7/5BY3mkzmibNATnalTp/5XExGPBH9tF+2PbQ3PW1MEqAoCg8hZaSgOC/a8WOw5h55HJ/nfRU5olkiOHeTzeHzwRbzXv0iOKBtU8t9jz4kh8aZi/FVe7HkuVJedjme20/PRQJasZR9JN0+Ugk0ikUgkEskITkixNmPGDPx+/4hlzzzzDMXFxSOWfeMb32DVqlVUVFQwadIkIFyY94Ybbjgq47LnxIwQYxFFiQQbesMfQgZd79USfUoWgZpu7HkuKdwkEolEIpGcmGJt7dq1R7TeQw89BHx5dql9dCzCWmeW9PBXevBXekCAsCgk3lQsBZtEIpFIJP/jnJBi7Xhh/9Bo78dN9JW1ggFGUMdX4ZZiTSKRSCSS/3GkWPuS2T802retHQactp6PG7GmOlGibQSqu2RoVCKRSCSS/0GkWDuGsOfEkHRz2GlTo6z0fNxI53O7wiU/kKFRiUQikUj+F5Fi7RhjuNPmLE2h/ent+He7ATBCOv4qjxRrEolEIpH8D3HEvUElXzxCFcSckg2WoR6jvkoPel/wyx2YRCKRSCSSLwzprB3jhEOjE/Hv9RDy+unb0ELTfRuIGJ9A5LRU6bJJJBKJRHKCI8XaccDw0Kg9Kwb34gr6NrTQt6mFxBuLceTHfrkDlEgkEolEctSQYdDjDK07YCYcoEPHP3fir5FN4SUSiUQiOVGRztpRpLnKS0OFm4yCOFLzXJ/LPu15LoRFMXuMClWh7W9biChJxJoYiX2M7DEqkUgkEsmJhBRrR4l9Ozp4/S/lGAaoVoWLbp/8uQi2/QvpWlOddP5rN/1l7fTTDstkj1GJRCKRSE4kZBj0KLFuQzOGEY5YakGdZe/U0LTHw8alNTRX/XdhS3tODDELsrDnxKDYLdiyYoZCoyGDrndqMDT9vz4HiUQikUgkXz7SWTtKlGVZSVRB1cI6qqOsg5fKOjD4fJ022C80Cvj3eml9uJyouRlobr/sfCCRSCQSyXGMFGtHifMnp/N/HV1ktASpTbIwvcLH+Pqg6bStXFHPpZ+XWNsvNKp1+XEvrsT9wm4AhFV2PpBIJBKJ5HhFirWjxPTYKB48bRyrPT2Mi3TwYkwDoaZm02lr/riFV0MGznGx7Kr1MKEokQUTUz/z8fbvMRps6KF7WT0gm8JLJBKJRHI8I8XaUWSqK5KprkgA4mZZ+L/ePtKbgzTGqYxqDaFtaEVd34oAyle2wi38V4JtOI5xCfSsasQIhkOjveubscQ50LoDMiwqkUgkEslxhBRrXxBTXZH8eWHYaZsdG0Wa3coD/ygne0s3ArBo8MGbVTT0B3BXdX0uTttgaFSJUOl6pxb34gpAhkUlEolEIjmekGLtC2S40wZw1twsyrfvQNXCn1NrfHie2AOEnTb3jSEunpL5mY83PDSqef10fyjDohKJRCKRHG9IsfYlsmBiKtwC27a3UzQ+gS0fNWDZ0YUCCA2WvF/DU6Kf0hgnNkVwWoJrhNj7NDjGJtCzcigs2re+mYjxCdgyoj7HM5JIJBKJRPJ5I8XaUWR5Zxdl3f3Mjo06pMhaMDHVDHcKISjfvcNMQphSFaDh9RZWZ1iI8hv8J9nCKRNTme6KpMEXYE5c9BGLt/3Dot0f1NH61zKiZqWjRFqw58nOBxKJRCKRHItIsXaUWNLq5qbttQDYhODfJaOZEXd4F2u40za+MIH4ziArX6sioymAAWgKPG3A00lWANSaZn46Ko3rMxPZ2eMz58MdSsAND4tGFCfR8fR2elY2hL+01JF0s5zHJpFIJBLJsYYUa0eJsu5+BGAAAcPg6q1VnJXoIsFq4dzk2CNy2gBqPP3Uv9cQTkLQ4atr+liTYyWkQnWKlV8ZTfy2ugnNCB/LpggWl4xmWuzhhaEaacVRGE+gtju8IKTTt7lVijWJRCKRSI4xpFg7SpyZ6OKx+jaCuoEiBFl2K/9ucQPw9/o2vpOTwrdyUtje039YR2xmaSovf9SEFtJRFEGEKpi304cBnLTdh/2SHN6I11nn7QXArxtcs7WaC5JjyXbY8Ok68+NjDrpv++hYhLUu3PnAgN51TViTIrBkRBGo7pIlPiQSiUQiOQaQYu0oMdUVyeJJ+aYQW+3pYXdVEzqgA/fXtvC3+jZ8uo5hDDhik/IPEFWpeS4uun0yDRVuMgriqN/tZu1rVQgDVANCi2u5sigOi82PEtKpS7GRmufkxeZOfLoBwP01LdyQkcjUmEj2+fzmXLfh89is6ZH0ftyE5/Uqs8+osMgSHxKJRCKRfNlIsXYU2b9Uh00RBHUDqyL4+eh0nmvqYHuPDwCfbnBvdRNfTU+gqj8wwmlLzXON6CO60aKgaTqKqjC6NJmaLW2c2q9hAMp2P2cX5vJSToj7qptNcfh4QzuPN7QDoFY3873cVK7NSKQmVmV1no3ZsXamXDue9ie3468IO4BGSA+3sJJiTSKRSCSSLw0p1r4g9nfaproimRjt5NKyPfh1AwF85O7hI3cPAFYheKZ4FPMTRgql1DwXFwxz2lLzXKx/o5p1S6oRBhi6wZt/3UJacTwzLD7UoE5jqo1J45J4ucUdTlQAfl/TzO9rmgdNNKxC8M+SPKadms377V1sdKlM6QxxkkP9Ii+TRCKRSCSS/ZBi7WhStw5qVkDuPMiafoDTtr+Ae7PNw8N1bRhAcFhSwuRoJwHDYN5A+HJ/py1rXDybltaG3TZFIbckgX3bOlnoH3LbCrLSeHOYs/eb/Axea/PykTucYBAwDK4o28v4qAh2TnOiG2DVbTy8ogZndy/rrAZz02OZXZj8BV9EiUQikUj+t5Fi7WhRtRyeuSD8/6odrnsNsqYfsNr+Au4fDe0EdQOLEJyWEMNHnd0safMC4blnL5TkMScuesQ+Duq2LRlw2wi7bRVPVvDrMTG4nQpFM1M4JSORwqgI1np7COoGqhCck+RitaeHEIAAvyr4cUkEHWoPugEP1fXyPDC7MJkN3t5PLBUikUgkEsmxyI033siSJUtITk5m27ZtB3xvGAbf/va3efPNN3E6nTz55JOUlpZ+CSMNI8Xa0WLna2CEuwUQ6oedrx9UrA3nYKHSP9Y08/vqZtNtu3ZrNVemxhNnVUdkeR7gto2PZ9Pbg26bIHlUDE27vSjAzjI3tlO6mXr2KJ6IS2Hb9vZwL9KiVDZ4e7m0bA8B3UAICFgFGgYIgV+F6xqaGNvjYXN3H9pAYsS/S0YzPTZKCjiJRCKRHBdcf/31fPOb3+Taa6896PdvvfUWlZWVVFZWsnbtWm677TbWrl37BY9yCCnWjhYTL4fNz0DIDxiw5q/Q3QRxo2DMaYcUbvs7bfPionmgtsV0v1JtFjNR4E+1LTxTnMeChAMTAPZ32xoq3DTv8WIY4eGUv1/P1mUNGIaBYkDF6nbG3R7B1DzXCMEYaO7lqroGgkp4vQn9UGnzEwonmuLXDS4p20t+hJ2Kfh+6MVTrTQghxZtEIpFIjjlOOukkampqDvn9q6++yrXXXosQgpkzZ+LxeGhqaiItLe2LG+QwpFg7WmRNh+teD89ZSxwLm56Erf8Of7fyj+HvcmZ94m4OVgLktwMlQEIGXLu1mpsyE5kZG8XuXt9hs0jVgSxSVVU46apCtq9ooKW6C4BQUGf9G9Wcet14MjtCzKnoJ6PAQWphMs8DKxs9TO0zKFjZyq6JsdyULggYBipwRkIM5QNOG4QF3GXlewnoRrhQrxC8ONDBQbpvEolEIjnWaWhoICsry/ycmZlJQ0ODFGtfJr29vSxbtuwo7X0KtEB2KIVRCAQG6EH8z17JzvHfR1esxHq24YmdQJdr7CH3MhHoARyGioUoQoAKjDWCPFzXysN1rQBYgTvpoUBoB+wj62SD3lZBZLJBS2A3ztEGYh8YA6vu297JEz9cyWDrBaFC7gKBM1EwXQBR0FokKNzi5qFalY3xKqUejcQCD1tiVX5NFEFAAWL1EM2ogMBvGFxcVkkOGrWo6APjvOMQ45SMpKen5yj+PiUSyadBPo/HB21tbUydOtX8vGjRIhYtWnTE2xuGccAyIcRB1vxikGINiIyMZP78+Z/7ftfX/IualrfJTTmDvNHXwlOLQQuAomK32ZlUfgcIJbzyYZIQhjMfKN3Pnbp7TwMP17UBEASei0zkj2Oz0Q0+0cVqLvWaoVJbhIUPn91F895wQoOhgWhPJL84g5bqrnDywnwXHf/cScmWdkq8OgiIiR3NzAVZI8YFcGnZHrODwxkJLtZ39aIFQgAEgNdjUrksNRZ3UPtUTen/11i2bNlR+X1KJJJPj3wejw+SkpLYsGHDZ94+MzOTuro683N9fT3p6emfx9A+E1KsHSXWVT2Dp/ouYoHO7o9Yn///KLj8PtyNbxKXfjauUZfA81dB1YfhDUI+2P3mJ4o1OHBe2zlJsTwxkEUqBNT7gpy9sZIBGXjI7ghwYKh0ziX5vPLHzWihcHJEVVkbVWVhIahaFS68fTJxczLo397BYENSNd5+0HHtnywxPHkBYFNXL+u7wm2y1Opm7hydzg2ZiWztPnwLLolEIpFIjibnn38+Dz74IFdeeSVr167F5XJ9aSFQkGLtqFFT+yjxgBDhqGJn1d1sFBqGoaM0llOaMh7Xgp/Cvo+HkhA+fgi89RCXC2NOPyLhBgfOaxsb6eCW7TW83xmuoebTDV5o6jgi4ZOa5+LCgcSE9DGx7FzdxM5VTQBoQZ33ntzBrItGYzkzl7p1Lbg6+lFe3YslzoE9e2SiwyfVlfuws4v7a1rMQr137W3kd9VN+AfmutkPIzIlEolEIvmsXHXVVSxbtoz29nYyMzO5++67CQaDANx6662cffbZvPnmm+Tn5+N0OnniiSe+1PEK42CB2f8xpk6d+l/ZpQdjxcbr8HtWIgQYBgQNgU0ZutQxMZPIG/VtlPYqvE3vEBc7A9fW5bD3vfAKigWu+heMWfiZjj/oYg0KH4BJ0RGURDu5LDX+iAVQc5WXVwedNiFwRFro7w6a36sWwZxkB/FBneiF2aBzxA3gB8c4WKj3h7mpvNbmpay7z1wn32nnnCQXAsHChIM3pD/RkWEXieTYQT6PxwdH473+ZSLFGkfnpnq9m9iw6SoMI4QAKgJR5Fp6sAzMT1SElfAMszBCWJmgnIp944u4XSpxniCuPgXmfBuyZkJzudkJ4UgZzLycEuPkzTavWfJDAe4fm8WVaQlHtJ/mqqF5bcm5MXzw9E52r2k2v4+IspJnV4jsD9GtGyQ5VApuKzliwXaoUKkQEK0qeAZCsgpwU2Yii7KSafYH/2dCpfLlIJEcO8jn8fjgRBNrMgx6lHC5Spla+jwdnavweNZT4F7FXp9C0IDyfpV9Rjo/HpWN1rUCAMMIslVbCiXh7gTCgJK2XBKW34s32oI71krcxvtwXfLqpwqPDgqZjV19KGA2dv/Orjreae/i7CQXjf7gYUXP/vPaJpyUwd6NrWghHaEIImJsbG/sNb/f7dNxrG1izBGItU8Kla5yd/O7YQ3p/17fzt/r282epjZF8B8ZKpVIJBLJCYwUa0cRl6sUl6sUw9BZufkmRns+wjAgz67zrLePP1Su4+tJoIqwEHE4C9D6KwAwBJSl1BGZlEcfXgwBig6lH96Oq/R74K7+VE7b7NgobMN6g16UHMsrrR7ebA9nfto/heg5WHur5f/YztZ1LUD4XD5c3khjCOyRFnKLE0eIvU9ifwFnGygKbFUED4zN5oWmTj4c6Gnq1w1u3FrNDZmJjIqws88X+J9w2yQSiUTyv4MUa0eR4eHDrPhp7PUsRwgDm4BfTLqUP1VX8de2ZeTbdfb4FRZkjaZE1GAYQYRQSU05F3fbcowQIAS6YrAtoYH48m+CAakb7yXukk8u9wEHb2WVYrfxQG14gr9fN/hxRR1/LxpFZzD0iSHG/d22gvmZ7NjUih4Khy9tusG25Q0AbFpay5zLxjBxfiYtNV0jRN5nGXeGw8bHAz1NhRAk2Cz8rnooLGsVgucmjuKk+E929iQSiUQiOdaRc9Y4OrHtxj0eXrl/M4ZuoFgEZ3xdpbb1NnQ9AOhEROTiyPk5iz74HgEtwGAaQK5NJ9+usS/o4M4FTzLKrrNp01fQjSACBavhIEAvg5kLUf2CxKTTsDlSCbp3kZB+Lq6Ca45ojMMn+AsRnhMWMsyauIct+XEwBsVp+mgXFc/vZltj34jvnS4bvu4gumFgsShccPvkT+W47T/24QLu13sbeWhfq5lMYRWC+fFRpNttnyqh4lhEzpGRSI4d5PN4fCDnrEmOiFXv12IM1BPTQjorX4mkaOYf6A9uJDY5ljbvXxH7fs1DMxexr2MNGYkLeK56DcsbllMTUACNlypf4u7Zd1Na+k/c7rXExc3AXbOYve0vmMcJWKCm5x3oDYu36rp1pHrfIWXUDQhhobt7G3FxM3C5Sg8Y4/6uVbbDxte21Zi1z/y6wfsdXUcsdIa7bX1j49jR2IdOWAROKIqjpqUffeCahII621c0YOgGjXs8R+y0DR/78HGdmejisfo2s4dqSXQE73aEQ6XPNHbwp7FZXH6ECRUSiUQikRxLSLF2lOgI7kQhFh0LAuje182afTZgFkJA8Zm/xmfcib7vd8QbCr6+NVyf/wvWNq81nbaX97xMtbea03NOx6dZmOZUGJV7KUrny+hGEEWxMXHGM3Ss/hHVjmrTbWvuWkXzllXmWAQqhWN/TaRzNB7PuhHibX/R84v8dC4ZyMY0gEfr2+gKaSTYLJz0KboMZM5IY+6mVtp8GokWQaoqGH3NWF57cItZcHfXx83s+jgcvhwsuPtZnbaD9VDd2NVnJib83646Pujs5qxEF7VyXptEIpFIjiNkGJSjY5e2vvANtPL1NAaLSLdupzw4n709ZzAUZBQkT/4ncfkfhjWWLkiO/Trtlhms2LuamaOm4XG28Nfyv9Lp6wTAqlj5xxn/YJRdN502l6sUb8WzbKr9OboAxYCS7d20JFlpTHWYAo5hPc2EsFJS8jgJ8XMOOvbBEGOa3coT9e1sGqh7ZhWCf5XkMTsu+oiugb+2C3+VF70/SM+KBqzpUfjGJ1C/y01GcQK7Kzzs2dBqrh+b4mTG+XlERFtprvJ+ardt/3MYXsPt/ORYXmnxEBj4uX+ahIovGxl2kUiOHeTzeHwgw6CSIyJ5znXolf8mRasABAXCRi0L0FBR0JhauIEWbTaGvgKUEAiDLe9301XjJ9GYQrUFLvzumXjGenio7CEMDIJ6kNs/vJ2rxl6FEGGnbRLgKriGUhhqZTXjVNQlV9Os16ALA8UAlx6H2+oGwmVCyspuICF+DpFRhQihkJS48KBuW5M/SFl32KEKGgbXbq3mR6PSGBflYFNX32EdKntOjFlrzZ4XS8ezO1AbesgRIJp7GHfmKGrK282Cu77eIG8/us3cXrUoXPjdz+a2HSwxIdVm5S8D89r8usGdlQ08OiH3f6pmm0QikUiOP6SzxlFU4HXroGYF5M5jxbsvkVf5Ac0DTluKfTetgULeFtfhzNhCdPY6VFuAlrKLUW399LUVYvgKsUz18pfAXYQIoQiFGFsMnf4hp+3vp/2dqalTD3ps738uwB1tEOcJAQabJrrQB9pfJcfMxh2oIhBoGdhAkJZ6CZmZV6PrQTNcWkmh6VCpQjDGaWd7r29gi0/XEsr96h56P24yP0edlIFvbMKIgrsfPrPTDI0CRMbaKZiegsWqkF2U8JmdNhjptiHCtewGf/yfJaHii0L+JS+RHDvI5/H44ERz1qRY44u5qbvWv0fOkquwEiKIhVsD3+Fb8WvJcDfTGCgiOXoL1VO6CETogMDQLPTu+D7NlaNpiKiiMaaSjO4xiOntvNz3nJk9GmWN4uuTvk5BbAFbO7YyNWUqk5InhQ86KBazZ8G6v+Pd93q4uK4niCv5ZKpnzqWq7mHCs7pgKEQ78EnYKJ38LHvE2BHO0/d37ePZpk5zvUnRTv40LouekH5Yh8pf20Xbo1thYM4aCkRMTMQSH4GjMB57TsyI9lZCETiirPR5A+HxKDDvygImzMtADAvrfhqGZ5Gm2a3cvK3GDPMK4Ns5Kfw478tr1nsw5MtBIjl2kM/j8YEUaycgX9RN3bX+Pdw7PsA1dgEf9efxwXuv87T6G6yE0FCpGpdOY1KvqZlG1/poq7uJdU3zCOdUGjRH1fD6+IfQFQ1hCHIjR1HVvwcAgcCm2njs9MeGBNsgdevgqfNB84c/Gzre+Gg2FUWgY6AoVoqLH6apaTGtbW+Zm6lqNImJ87FaYklJOY/Y2CkjW0IRLuobMMIjhMM7VIPz2KzJEfSsa8a/OxyaRREk3lCEY0zciPp09bvdrH2tariGJDbFSWZhHDanhVETP13B3f3Z4O0dkVDhVAQXp8SRarcyP/7Y6EUqXw4SybGDfB6PD040sSbnrH2BjJ22EKaFG7OPBzp7T+fqlQYzlZ2s0cdxkRokU38EXQGEwJ88iqz61WxiJhoqKhozRS/s+DqNMXtJ78ontWcUG0peYYPzQwwM/Jqfe9ffy+9O+h3t/e1saNkQdtuypsN1r5lhWSx2XO/eRWnZ8rDb5tVwufZhHX0j7R0foutBhFCw29NoaXkdgPqGZ8nIuIbi3K/zQn4vVW2ryEuaw5ik6Xx9Ry0fDXQV8OkG91U3c1NmEjt6+0c4bcPnsQVb+/FXuMNCTDfoeHoH0adkEZsVjdOuYlcFFMax0aKgaTqKqjB5YRY1WzvMgrub365lytm5lJ6eQ0dDz6cquAvhuW3/GZjblmG38kxjh+ka/qm2lX+V5DHnCBMqJBKJRCI5GkhnjS9PgW+sdXP1Y2vwh3QMI+xQ/WjCFgocH6MmBgloFeTEXUDkS2tp7C8kw74D7NG82vjdgUQFnYL4bay3RPB87uPoSoiwvwaGMBAIDAxsio3HzjiI27biD/DBr8HQh5Zlz8abX4xbrycu/Wzctm72Vt3PUKgUwtZf2P5TlHCodHBuW2CgjtrwtW1C8J9Jo5kWGzXi8P7aLtof24oR0kEV2DKiCNR2D61gUUi6uRi3ZowQYRuX1rDm1ZFum2pV0LXwdfxvCu7+ubaF31Y1meOPVhXuys9gdISddV29X0oSgvxLXiI5dpDP4/GBdNYknxtTcuJ47qaZrKnqYHx6DE+vruH/bZ0ITMSmGjx+4TJq3S+TcM5k4n39RKR/E1dLCxcsvYsG/3gybNtJTejC1TSbnh230RhTRXrXaKIDsbw75hmao6tAgF/z8+Lml5h0xqSRA8idB6odtACoVphyPWx7Gde+1bgAlHfg0t+hKDZ0PYiiWBk39nc0NP4Tj2ctALruZ8fOHzMq9xs8nxdJdcdm8pLm8EZfDo/Vt2EAAcPgxm01fCc3hXynnfLuAbctJ4bEm4rxV3mx57mw58TgfmUPvWsGkhBCOl3v1RJ7cuaQ0wZkFMRhGXDbVFVh9qX57FrdROuA0AsFdfZsbPlMYm14D1VVCNLsVr63u85sHP9pEiokEolEIvk8kM4aX0w26JH073zowz384Z3dDJhT5MRH8NuFS+jzvAqAojgoTf8Jrhe/PyCwbHDdazSvXcer7402Q6VnJv2JpVohD+evRFOC4Z0JyPJnkBVM5LLC01m48NqDj/Gje+HD32DaVhYH3uL5uCNDxGVfhKvgGrzeTWza/FV0PYAQAovFRTA4lHAghJWIMX/njj3N5Ovb2C0mEHJOYE9fwFzHLgT/mXyg6BnhtsEI92zQaRtMRBjutjVXeXnlj5vRgrp5vjkTEohPiyRvUtKnEm7DkxCmxDj5v537+HeL2/z+mrR47hubfcT7+2+Rf8lLJMcO8nk8PjjRnDUp1jhKN7XyPfjn5eEQo2qF8/8C0WnQsOGQ4m0wLBoM6QghsFkUFmQu5aLRSxBioHdoztcZbZs3UmDVraP579+jwVdAhqOC1EV/oHn1Ch5ZH0l9TDXJvZk0JqxmY/K2geil4NzmOdySNQGrM4LmRkFG6VhSZ80alogQAMUCSYXQvCU8QKHAwrth5tfx7n3BrOsWM+Yr7Nr9cxobnzfPRVEc6HoQAwMhbEwtfYbftiTzREO7uU62w8rVaQkYwNxh3REGkxDseS76NrcOOW2AbbSLxKvHoTitB1y/QQGXkBHFrjVN7N3YFh6LKrjgO5NIHxP3mW7l8ISKwfDo9Bgnk2IiOT859qi7bPLlIJEcO8jn8fhAirUTkKNyU9/8Ica6v3HQAhNCgcKzw2LL0KG7Ofw5Z6aZMRo3/hSSxs3j3iX/4aSEX2JVQggMhCWZ2dP/RUTEfs7O/g7ZfgLub+kF/CdiPcZgcTEBST3Z5LVPxBA6mV15LMrdQsa0EuhqgqZNMP4i6O+A93/NiFlozgTweQeEqB2uew1vjGXAbQsnJthsyfj9DeYm8XHzCGb8jJ/s2Ey+vo1doogWyzg8Aw6aRcDjE0ZxRuJIB+xgTpuwqUSMj0eNteMYl2AmLAxn/3ltkS4b53yzhKSsz5YsMOi2TYlx8lqrh6caOwBQgaeK81iYeOAYPi/ky0EiOXaQz+PxgRRrJyBH46a2bf4t8a/fg9DBEKBnlmKt24ypHlT7UBmNQaIzoKd5QARZ4Jz7ebSjmC3rn2ehfT3lSi6Txm/AblHoEgvIzriIGYUnH3oQwwTcB5UVfK/mfjQlhKpbuDjhVJa2r6LL0g0GKIbKBdtv4aRQI/GWfWhYyLJtJTVThdYdwy7W16B6OXRUDi3LnQun/xpv9zbcTW8Rl342pIxn0+Zr0PXB0Ofgz0yEtaKwsTftz/yiKXHYN3B2kouZrij6NI05A27bcKdNsau4l1QR2OMJb6RA/NXjcBYljjh1s16bFnYpLXaVoE+jYFoKruQIssbFf+aSH/snIdiE4Ed5aUyOjmDDJ3R1+CzIl4NEcuwgn8fjAynWTkCOxk2tqv4zHeV/IM4TwB1rxW5LZcLGKoQeAtWGuPZ1qHwbVvyRsGslICIO+jsP2NfgHdJQWBE5iYzkXdiCOs3xEVD0JDPHzj+i+XEffPAsK/Z+zLzRszjllGv4w5I7eLL9VQbtv0gtitk15+HsS6IpZi8ZXaO5VPmQdMtW/EY0DqWbhCgPRKdD+65hex5ZTBfFCte/gddXaYZKbVkns2vXnXS6VwxtZU3h/eAkfNjYrMxmbNIM3u3w0q2NdNsSrJYRxXa7Pqyj652a4fqPyGmp2PNjCXX4zGSF4fPaYlOcvPfEdmq3ha+vYhFc9N3SzyTYhndCsCiCiVERrO/qO2pJCPLlIJEcO8jn8fhAirUTkKPSyH3bR2xruhVDhMtpKIqdqC4vcZ4gnlgnYxb8G1dXCOPJ80ALgmpFnPU7jLd+NPDZgljwE6hZibHnvWHt34cwgG6LjZBrAnGd5RiGDooV5YqnoeBMqF9/WAFX1lrGTUtvJKiHW1mlRadT1103ZP7pVs7b8Q1Se3IBA5UQFxa/Smr/+9DTMrQjxQrWCPB3DS2zOiHkH3AJbXD9kmGh0sCwUGnjwAaCjPSreE+9gH/V7WUc29lBEXtFoXnOg8V2iz3aiJIfjsJ4fLs6QBtY0SJIunniAeHR/UOjSdnRnP/tSTgiD5z/9kkMT0KY6ork9p37eL55SGhflhLHn8dlf+ZOC8ORLweJ5NhBPo/HB1KsnYAcjZvqfnUP7TtW0Be/C2fnWHoTttEx+hXThHL0jSKn/scY7uVY7B8T8s/GOepKtO0rsbMFPxOJuuoiHBGViOcuNAVdW/YckqrfN8Vbr1PF8FmI0vyM0AUWJ4T6w2spFjj1LojLgfZKGDUk3spay8zCuROTJvLdpT/k/Za3zXFO959K6ebzzd06Y2xMmgaxZb+hM5BGhn0nqcX5ULsa+to5JKnFcMFf8da+irtpKXFpZ+FOTThIDTfQBw4ewsoLEffwtm+U+d20mEj+X0EGXQ3drGryMjc9ltmFyXiXVtO9rH7o9JOdRM/LQOsJjnDaBkOjIDAMg4goKxNOzkBRFTILj7yY7v4MT0IwBu7N1BgnF6XE0avp/1VoVL4cJJJjB/k8Hh9IsXYCcjRuqq/KQ/s/toFmgCIIFjZSnfaLAacNQIQnswkdMBCGlawNPyTCm3/AvmxiJ3ZlK369GBFlJSH4AwQhDCzsHXM2nshllJZ3oRgGBiqVtgvJj6pC6dx8QIKDMXBskb8QcucS8vjRmhsQEy/ANv1UylrL+NMrVzO5r4f1EXbKHXayPeOI78kgz1tMoXM87uY+c2+KIjjrtonkxlbR8fdb8GkROJReEuIC0N3I4fCe+X02+V4wa7gVjb+fhsZ/0dn5kbmOsKbwbnAK/djZxDSqRCFhrzKM/WBumxCgiKEepMOctuGhUdWq8O7j283zUa0KF37GYrow5LZNj4mkst/Hb6ua6AhqA/fw4IWBjwT5cpBIjh3k83h8IMXaCcjRuqnDJ8YD1L34Er0xO4nsGkfSRTPY0Xw7fYGBifqGIF25gej3TzYFXtTcdIKNvfgrPeY+lUgLlr6tpngLWotoyXkRLf5l4rxBPNERuCruxNUVJNH2M1PU+bRSItS1CGFgGGDgRBF95n4NAzRLNpqahjWwHtAxsPJg2gIes4fnpyko/CL7RyQ2lbJ1xUghlpgVRWdDD7puoKqCC6+JIOXd80EPglAQY8+Gynch5BvaSCh4M3NwR0FcziW4Zt65Xw03BZs1CX9gsHSHICn9Oh72ncnWzirGD4RK41ylPDQ+m/p9XlY2epibHkvRvn66399nHsqSFEH8lWMxQvqIIrwb3qwJ9x4dIHdiImffWoxQ/vvw5R+qm7mvptmcWpdut/K1jERChmEmTxwJ8uUgkRw7yOfx+ECKtROQL+qmDhdv9pwYvN5NbNx0NYYRzpi02VJIjbwYzR0kIWMuSYXzRpSuEBYF17l5eJdUmZ8Tbyqmzv04tR0PwUBZDj1wGntXXcEFWiVOZSt9ejFGtI1U/5Aj54n/EzbfGiL7njEFnCbSUfCgEBZxhgEtahIvxgSwYrDKEUF5hJ2S7vFEtY8lqPjJ7BrDNPJp6tcJaEM/pYw4G3mhGro1N/FWF1mXnIaj73XUZT8w1xEoDIZADUDE5sL8H9HRshVPxwfEJp5Od0H6YUKlEMLKb7mLiv3mtv0zNY2cZyuHnDaLAgHNtOQGr51bM8Kh0QEXzjAgISOSzLFx5E9J+a+bxA8mIihCEKUquEOf3mmTLweJ5NhBPo/HB1KsnYAcrZvat3kzfevW45w+DefkyQddx+vdRKd7DYqw0dDwHP2+sBskRLjnZmzslANE3sFE36ZN16AbQQbTELx9X6N45SysCELAPyN1bvZXEmFswS8mEnvzFYjWjViWXG4KuNC5LwIMLAsCAk21YNED5jys8pjRPBMRwCt8FPsCbHJEcG7odsZ3TuLfXdupj9ljNpgfRAAznCopNoWQ8QGIrWAUkxqxDLuxCSHCImlwzt3wX2TbhOvZHv82OiEUYWHsuN/R1LwYt3u1uY4jagJPcgs7e7pNty0iehLn2SLo7ezn5PQ4ZubE0/7MDgJ7veZ2kbPTiTt/tBkaTR8TS+22Dja+VQuAogjO/84kMgo+WzFdGJmIsMLdze+rh5y2VJuFewuziLWofOw9dN9R+XKQSI4d5PN4fHCiiTXZG/Qo0bl+Nc/+8RZqE3XGLLMw5/9+TV2qyo72HZSmlFKSVIJVtbK7L0R5l5VpqVNJS/fz/s4H2OMX5NtD2Hd8l6Lxf2C7XsVq9R1m66czh8vZGVHFhsQNTI2YyiQm4XKVEjXqF9S0vE1O4nzsvaug/VGWTV6D8OSyzl3ARz2jWBvKYjK5bFd17kBjyrQFBHgRfceHKOMXYJu2AGDksr4NGB/+ZqA6GkzurmZyl24KDg0v/3D9mr+NGkdXzz5K/T42J0eSHbyLwPZw7TMDWNuvEa8qdHbPw2AeCnCWVSFH3WSKM2/oGiKVN1FFpynckrY9yeQYC26XlTivRuD9FmLiF+KZuAFDCYIh8HXt4krlW+iGAGEQMqzc2303/08UggF/buzn3GAvC2Yl0NvfR4NDML0jxMTVjWheP5UF0XxsDzA3FMBuV83kCl03WPr3bZx58wRUqzKivdWRMtUVOUKAPVDbYjptBvDVrdUIwoe0yb6jEolEIjkI0lnj6CjwZ35/A79P+XT7tCkWAnrQ/JxqEahCozGoYAAKMDlxPGUdFeiGjqqoXF90PXbVzt+3/J2QHsKqWPn1nF+S3PMWnva3wkJIWNkT+i33ftyI6qwi1JfHpKQS/n7tVOr7dprZoJOSJwEjM0Qn+QND7adUG3zlRTrWP0zczjdRGFlOZPCHFAJey56Od89EXPatdPpmkpt/BTVb2wn4NPP8MrOiGNf1NjZRDqKYtFtvR+x6FuvqnwxdFKEiGNpGx4bPcQYepYe+uFrsndMw/JfSWPA3epLKTJHnD8ax3DqNIDbWMpMaYywhRZBv7B5w38bTHxpLTF+I3dEqugCLAbcHnTiWNGJoYUEVEW2lzxsI54MAqkXhos8hCWF2bBQl0U5u2V7Dm+1Dbt/16Yn8tjBzxDbyL3mJ5NhBPo/HByeasybFGkfnpj7w1p28XLucRH8S7fZWYrQANVF94V6ZCE7OPBnN0FjZsNJclhqZSlPvUB/MnOhsen3NtAf9DNo9CgpDvtahWRgd5GxXEGUgxLiix8F/3MrAtwKtPxvFsKJGVmGgowiVKwuvwGl18tT2p9B0Datq5bHTH8PZvA3v7jdwFZ5DwcRroG4d+lPnQigAFhvKBQ/h2fwMMVUfjRBwQ+4btJVcjjXjq6x8rpwUyy4aAkW0BMea4xWK4NTrxlIwPZXWfz1MoHIFtjHzSNC3o+5+dkSo1Nz/YLHg3HNxF53FVu+vMJQQGAqGHo+whEuJGAYY/lya9HSSnetQ0Ahh5am+n7NLKSTaUcF4drCDIvaIQjLag+S2hqhJttDnsnDpym5SWkMIwjPnIuanMKokgY3NXWbpkM/K4Lw2/0DJD4A5sVFMiIrgvIG+o/LlIJEcO8jn8fhAirUTkKNxU//+/t+pX1GPQGBg4GzdxroxGk49kjZ7M3eX3IKjsJAfvPoDYvti8Tg9LDppEX9f/nfz870X3EtvbwXfWvFLNANUARfFhnjFYydkGFgUC7876ff4Qj5+sfoXhPQQqqJyc/HNtHR+zAx9FRYRFjYBQ/Bou409fhWAOHsiXf39hETvyPps+2FVrIT0EAYGqlC5YcINzEybiahbj1Gzgrix55kCLvTk2QgthKFa2BOXSUF79SHdN0MoNMZezt7aaJzCTW1gCi3BsThdNmL6t5Ju3UazXsxJVxYQ//YV4axSxYo493746LcY3voDypJ4oi24Y63EeTQ6Jp5NjbLKTLqwWVIIaO0MVs4NC79YDF8Wmn0HCjohLLzTeQcbEiyMYwc7GY/Nm09Et8bCNb1Y9PB5dEYqrCl04Ajq7EuyUupycGp8DKGAxr4+P/Oy4pkzNgWA1btbzQzVQ4m6QbdtUnQEL7W4eaHZDYT7jj5RPArbts3y5SCRHCNIsXZ8IMXaCcjRuKm/fOKXaLUa4uCt3FEBZ3Q03d3dAAghGDt2LLt278LQDRRV4ZqrryEvL4831j5J2e5yJozOJzd6Gyt3ldHoTiUjvoUrTrmHhISTR4YukydR1lrGrz68nhybn07NylXJkYhgK9v7LazsjeDOBU/yn031vNz0cxAhMCyIluu4ZGoyrzbeS8gIoQqVnJhsqrxVBz2HQUbHjibRkUigdiVT+vvZ7IzkrNyzuGD141gMg5AQPFkwm5yGLZzR032AgIOweOqzj8LrjyeFMgQ6OhaWi7vJzeol3vM+ougCXGd+HTY8CUu+PbRxTCZ01Y8YkzfawqaJLnQBigGl2qno2TPY1HwvGCEQCi5XKb3dFYT0oc4Lhm7BEBpgoGOBhptRIxbyd2U7JYGtNPeNY1R5FvZA+BxCCjw7P5r6JOvQiQCj+w0SDYUNEYYZYr0nKo6USDub27pHiLfhgm6DwxjRd9QiBOcZ/VxZMp7y7v7Pve+oRCL5dEixdnwgxdoJyNG4qR9s+YAPX/4QYQgMYdCvtBIVSgGhgGEQ5+1Ez8rC29132P1YrVaCwfA8NiEEKSkqLS0BDEMghM7o/I0UFZ0CRj51dZWMGTOZceMWmmMo213GpMJJlGTaKCu7HgZmv5VO/idVXflc8+y/0G17wJdPVuQ49rT2oEbUojqrUAP53HVeEfdt+S5BPYhFsXDP3HtY2bCSl/e8zGDgLjM6k55ADx6/Z8TYS3x+pvp8bHA46E0tIsfbwj3VO7AaBkEheNsZwXm9faiEw4vBmHSs/T2IQNcIt2/wF2qg0BRzAVFTz0DULseo2whjzsB1+a/g5a9D+XMjju81nbYgru7QyGVeDVfBtXhHF7Gp6ffoRhAhVBzWbPoC1SPdRl3BEAP5sIZKb8ONtO+JwZlQRV9bIaqjmG2lUTwXEcQYiNdmBAx6FPBaBAdYl4aBAKb6BCmKylJrCE2AVYf/l5DAo/VtRAUMum2C1CwXy9094fvP5993VCKRfDqkWDs+OJL3+tKlS/n2t7+NpmncdNNN/PjHPx7x/bJly7jgggsYNSpc3eDiiy/m5z//+VEb8+GQYo2jp8CHi6WdnTtpWdaEMMK1xWatWIYtBMvnz8cQCobQKZwxjr0b9qJrOkIRTCmdQnNzM/X1Q66REOE2SQcnvDwuLgqnM5bGxkYMw0BRFObM7QJeMddxOLKZPu0llpU1UbajgknjC1g4dRy3/6uMV8qGCt5+be4ozpseOMC1u/mdmwnqQayKlUdPfxSAm9+5mYAewCIsTEudxurG1UOCLioTj9/D6O4OU8ABPNrcaoq3b2ZkUxA3hm9v/QArOhqCbkcB8f27DyjvAYMiTuBLmU1EdiHGhqcADYQFkToBmsqGVnYmQkI+1K054KoNF3BMuJhN6rLw0YVKdsattFd+SG/E9hFWoHkLDIX27efR2zaf8hw3KVE7KbcV850JpwFwVV0DwQFnrdQnWOs0TEEXGzTosgj0YQV4hW5gDHxUDbgyZMPb10OtrmIBPFZBdpaLx4pHsWRbI6saPcxJj+WqSVkH9CuVSCSfP1KsHR980ntd0zQKCgp49913yczMZNq0aTz//POMHz/eXGfZsmXcd999LFmy5IsY8mGRpTuOIqdMPIVTJp4CQHxrPD+oHJqfdsYff0Loh7/k1PeX0ZqcTFxHKw9aX6EzOZFEXyIep4dzpp1DSaCEJ556Aj2ko1gUzj7zbJYufZNQSEdVFU49dSE7d71D3b6haf3BoJuuriFRp+s6ZZv7KZ6oIES4L2ZfXx3vvreAmuqJxNl72boiDV/zGcxPjKfK2oLd8LNPi+XJVdW42xwkEU/bBBskw6TkSTx6+qMHZJEOXwawsWWjKejumXcPAF97+2tscThQhUphXCE3s8kUb+VWg3U9FWxNSzKXRfsU/txvQzVCaFh4PvMKSltaGR94B0UYGIaBaC6D1lVD8+L0EMGeLka0ZxfKgULttF9D605c5f80nTdWv0Cp6ciFcLWsJy5xEuX6LgyhIQwLEZ1j6UvcFr7cQiep+FWSeJWcAQE3XX+Z5FAK+UULeda/ler21YxKmo1qL+aqugZCwsBiwD9yM9E1na80NhFSwuHa/H6DXc6wG6dh8JwtCDb7iGFXe3oY+9EWNAE4YHFnO7/8sAMPAxmrwKWpccyMjaKrrY/Gjl5OT4sz59FJUSeRSP7XWbduHfn5+eTl5QFw5ZVX8uqrr44Qa8cS0lkDxo0bx8MPP3zUj1Ptr6bSV8kYxxhG2Ufhf/2fZL6xwpzDtbkokt+e7zfXt2Ah25ZNV1cXCb4E3BFursm5hnhfPB6Ph9jYWFwuFx7PdrZsaULXFRRFp3jiu4CDrVtORtcFiiJISEjC59uBK7YZryeVqKgocnNfR7WEj6frKlu3nEZ3d9KIMYdQUI2hLgPEpDEhK46mriAt3j7SkxOYkBUPgNfrHTGu/c93/2sA8EDzA+joKCjclnwbb3neYm9g74hrMLVLYVafznqHnVWxfZzcGcf9nh2ohAXc49zIZF8r0xwvDwg4CBk2rErA3E9QjURXbNiCblPUBdQoWtJOIb1+CQIdA5XW5Lmkti4fSAsBXVhRjSDeaAudAwKuxzqZinE1GEJHGBbs3dfQpW7AGrXNdP50XUURo0HsJRzktaCI71PbXcjuoJVCa5DcmHCyQ02Xai4D+IUzitCAG/fjnl42BFTeTHRgCIEwDCZ7NILA1liVQcsxPmDQaRPmZwFhB28QwyA/pJFi1Vhr2NAAK3CHCIdYd2BhPCEKxFCZFIlEciA9PT1ERX36Hr+SL5brrruOpKSh99miRYtYtGiR+Xnx4sUsXbqUxx57DIBnnnmGtWvX8uCDD5rrLFu2jEsuuYTMzEzS09O57777KCoq+uJOYhjSWQMiIyO/EFt7PiOP0edyUfPeWoxgEAwo3d7Lnb0qFRkGW/ItpM04iQ0tG+hydNHuCJeheDv4NgtyFxDUg5RklAy4WvMpLHyPysoyxoyZRGbmVVRU/Ap4G68nldjYNgoKfs5LL7np6UlGVVUuv/w62trtdHY+F+57rmgsWJBGW9s01qxZY7pyNpsdzd8fFiEGiO4mduwIlxexAW1dDayuj8AVE0V7e7sZdl2wYAGTkieR484hPz+f7OxsAEbXjSa/Jp/c3FyysrKY3Dp5hEM3o3UGX3v7awT1IEIIFKGwJibAmhiAEN+c9E16g718bwXM7VFZEaWxKXUl25stlHqsMODAfdR/LfOdT6MQxEChPTSGBKVyRGaDVesjq/41M0NVoJE2ZhJ0fAxaEKFaUa99HXa9juvjh0z3zcV6oreouGOtxHqC2D3v05Q2nuoxO0FoGIZKT9NEolJ3olgGxU+Q+IT1TJiQx/zebcTFzcDlKj3o76RgvwzSJ19bwXs6piN3R1E2tf1+ftzebi47vTHIy9k28/MD2wKsdAmey7Gaos2rKVSpqhl2DRgGf9ZjcCsGujFYlDfcAutIslglkv9FZBj0+CApKemwYdCD+VRiv/nFpaWl1NbWEhUVxZtvvsmFF15IZWXl5z7WI0E6axy9OWuDbYwOV/XebEk1pRTva6/hfvHf4S+sFnKffpqKDMHX3vkaQS0sXqzCil8Pu2ECwdl5Z3N+3vmoisrW9q2m6KmpeXhET02LJQa7/WpaWwwzCSHcm/QaDCO8v+ioIpKSfs1zz72Gpmmoqsq46SexedUylAH/K6ZoHpWVlaQFGs0abt1KFLF20H09h7wWcXFxREdHU19fj67rqKrKNddcg8VioaamxhRvMLIo75qmNfy17K8MVSGD8Qnj2d2xGx0dq2Ll8TMe56O6j9i7/CVTwHX1T+XcpjwybTtoCIyn2pZGjtbAxa67UAmFkxUCY0m17UYVw4vuDubvGuG5bze+Ff7iyXNAC4JqJZR3MWrFv8yeqobqRNH7wu6by0qcN4QacRrrulMwSt9AKOHKeMP/HRDCQvGEh0hKWviJv6Nly5ZhSxt/gHh6vqyOVY0eZqfFUtfVT+GaNspjLZR4QjxW6GB0rJNXQj7TpXuiPwJfaz+35kBwIOzqCg5z5IDIkMGEgGCjI5zFatXhn5npTI2IGNHiTCL5X0WKteODT3qvf/zxx9x11128/fbbANxzT3iqzk9+8pNDbpObm8uGDRtITEz8fAd7BEixxtERa9Vb2njr4a0YBiiqYM6lY4iOt9PR2Etm4ZB4Gy7oLO/+i7YHHgA9LLBsY8aQ88Q/2KbXm+JlbdNa/lr2V/QBEaYIBd0YanJuERZ+PP3HLEweRVn5dRgDWY52WxJ+f9gRE8JK6eTniI2dgte7Cbd7LZrWz766x7Ba43DFXE1HRy3p6QsoKDiTd9fvMJMQTps2nnfX7+CjJYtNAbfVOZFGj58zbLtQMNARhKJScPQ2m+NKTEykv7+f3t7eg14vRVG48MILmTBhAg0NDaaA67B3mMkMFsXCuXnnsrx+OW39beb53zPvHtIj00ckPVwQfSXRbxeh6CqaorG69Hk8fg9f230qWdZd1AfHsT42xMJgFafbnjbHoSNQxdAjEcJOr6uUGO86wskLVsQ599H0ymM0+ArJcOwmbdEf8C39J/aGp0wBh1AQ6KaAc3lDVKUW4k1rHnHesbHTiY4uRlFsJCWeclC37UheDhu8vfziw12UdITYHG/BNSqWdd4eUr2hcCKDVXBWURo3Gg42vbSLjbEqUzwajtEubnQFCIpwh4wp3QbbIqHXMlBA2TAY261zUmuIkIC5nRonL8gjoiSJYFOvFHCS/zmkWDs++KT3eigUoqCggPfff5+MjAymTZvGP//5zxFhzubmZlJSUhBCsG7dOi699FJqa2sPcOC+CKRY4+iItRUvVrDlg/qDfykgZ0ICMfEOtq9qRNcMLBaFc8600P2Tb2IEgwhFAQFKZCRxX7kKxeHAOX06FRlihCh58JQHeb3qdV7d++qIQ9hUGxmqn9H2EDVBO98vOhdf678YzAa12VIYN/bXWCwuPJ51xMXNQFHslJXfRCDQCoAibJSWPndQAbG/gLv/nd288GEZKUoXzXoMioDTrEPirTFpOtNy42nd9A6GriEUhZTkZJqbR4oXm81GMBjEMAxUVeXqq6+mpqfGzKo9ZeIpPLrlUf6y+S8j3LYZqTPIjsmmvrue03JOY0zcGH66+FckeXJpi63h/116J5qh8bPFvyHZm0uzay9pebF4agN8qyKDMfZ1VPpnEOksY6a6bmTHhP2azPcYSVT3T0WgsydwEhO+ehnZ+nY6Xr6DxuBY0q27sNqvQwSWkWB9yxRw3hgLm4fVfkvpj6czSsPPYJ03QW7uN4mNnU53V7kZKj3Sl8P+iQP31zRzX3Uz+n7rTfRoTOkMUR5v4e4xGbS+WWWKt4VXTGBDfz9X1TcSDP8EsWrgtwzNhbu4LsgV+4J0W2BTvIUpHo15c3JwTkoi1OGTAk5yQiPF2vHBkbzX33zzTb7zne+gaRo33ngjP/vZz3jkkUcAuPXWW3nwwQd5+OGHsVgsREREcP/99zN79uwvYvgHIMUaR0esNVd5+eM/PqAmLkhep5U56XnUbu0wv7faVYL+kZO57U4LjuYKYt2VeBMKmHTBeOxP3UNwT2U4jGa1kfP0k1RkiEOW0rAoFm6deCvL6pdR3lZu7jvfIViU0Is60K7JaonD0NwwMJVeCBtTS5+jvWMZNTUPmdvZbMmkpJyLqkaQmDD/kPOsNta6ufqxNQRDOlaLwkWTM3h/w05SRFi8+e2xdPlCJIkeUpUuWowYzilOg8qPMHQdRVWYM3s2e/fupbGxccS+B8uVhOfaXU5/XL/Z+cHtdHPyhJN5f9/7dPjC13ewnIgq1MP3PR24dj9Z/EuSPbk0u6qYq1r4SdOHKGjoqDwRmcmFfW0kGr2mcNOwYBHh+WuGAU2BcVSH5tAbjCRabacxOIH8888luWINet2faBoQcCIiC0fk+3hjLcR6gkT3O6hL09ib6xypCo3B87YwefLTlJf3M3+0E2pWQO48yJp+RL/BwVZWQd3AqgjuK8xicbObZe5ucx0FKPZolA6Itx+eNIb5CTFmiHVOeiwN6Nzf2Ym+n3IVRlguWw34y4Y+prp1trgUNg4IuDklaajxDjRvAEdBnCne/LVdUtBJjlukWDs+kEVxT0COxk19Yv1mftINGAYWXePu7nb636xFC7ZiceRy8Q/PJ+DTWPLnpYT8dSjWLGISc+lqq0YP1qNYM1Es6eTULiWu5R06oyKI7+knMqmA1otvoKOxivxppUw5eyaKInjz1ZfYs6GM/KmTOPuCiylrLePHL3ydhDaFtqQg9sxkYtv3USRguwE7IxRuTVHIVT2mTrDHLaA47zY2br4mHD5FwW5Lxh8Y7FeqMrbwl6SnX3FQG3hjrZs1VR3MzEsAGCHenrtpJu/uaOZvH1WN6Gw6KN5aieFb585kXrrgqaefRtdCKIpC8kHct+joaHp6esLJDKrCDdffwFudb/Fg2YOm2xZrj+XKsVdiFVamp003xdrBGC7gAJ5+/nvM6oLVMTBp4bV41n3EN2peQUELV+vYz3XzCxsOwpmnhhEu3rux9yJ29J1BpNpBhm0bDYEJGHoKuY438Rkx5Ng3sKn/akpnrGVP4nIMEe6MleAO0J5gNQWRooPLG0liZzuaYhDfDa6LX4HsGVC37hMF3P5u23ABpwrBaKednb2+Edtk2q00+YPogE0Ifpmfzs8rGwgaYBXwyIRcnq9q5Z3eXnOcKjDeDzutQ3PdHl7fx0TvkK9nTY9EjbXj2+UOXyhVkHhTMUIIKd4kxw1SrB0fSLF2AnI0bupNL7/BEle6+UafveED5mz80PxeKCpWh51A30AHAyGITkilu72ZwZTFxJxigu1eunpqwksMSOrqpc0ViUF4Urhqn4TFbsHftZFwMoFC5oRTiUlwsnPF6xi6jlBU0udMoW7lOoQBugDPyUm0R1VwcWoz6kC4SwhoN1xUtftIVwy29du5eMr59LX8E4ZJrOioIqyMpbvdQ3rWmeQXX3zQazBcvE3JiTvAfTujKJXXyhpHiLc4pxWb302K6KJDuLjr/AmsffslNE1DURSmTJlCdXU1bW1t5jZOp5O0MWm81vAaIiToiOzAiDVo6wuvY1Ws/OOMfxxWsA3nYO7bcAF3vdrBxPbqoRIgQIMaSW6o96BhUwAdC2+4f0LAcJJh205DoIjW4Fgs9GJJaCAiqRJ/22imjt5Ka9Y7YfEGxPWoeJwh9IEwJEBebYDsQDY9fZW4XSpx3QLXJa9+KsdtUMABI8Tb5alxfOztZW/fUAmZwQ4TgzXc/jo+hzS7lcs27yE40LP27KRYVnR00Tkw3xLDoDSosHBPP91WwbSOEJOxoPWGIDQsMDuQZQyAIog+NYuIcQnofSECdd1SwEmOOaRYOz6QYu0E5Gjc1DfKt3BLq5+QqoJQSPD1MHPVW3RFuchqqmFGXAyhYJDmPbvNbWzOSAJ9QxPwLTY7uqaha6HPdWzDcab0EZXWR2+zE0ecn9SpbVidWtgh0gRV6xLJm9aOUA0MXdDVmocrsR1h84a1gwExyg0UjP8aTXXLaG9dTlr2aeQXX0xjxU7qtm8lq6iY9IJxAHywfB1b12+keNoUXDljhsSbqnDbgnyWlDdS2TqUVVqaHctZo2y4W+qZXFTIadPGU1dXx1NPPYWmaQghSEtLo6mpCV0fEgHOHCeruldh0220RrRiT7Dz+5N+D3BAaPRIGC7gnM3byHnpG1gIi5i+nJlE1m/CogVM3bE1PgvR62eCr3Wo9prBQK6pgYaF/3R/lxbfFNLVKlPAtQTH4kjYgzOpgv62MYwfO56+yCcwXB8NCRsBQmegBVbYfSuti8M1+vJwckr+qUcs3ODw7psiBPkRNnYOE28ATlXQrxmmgPvD2CyyHDauKttLcGCMCqABGAYKcG1MDJdGR9P86l42xypM8WiU2uyEmg/Tck1AxIRE7KNjMXQdvSuAfWw8jlyXDKdKvhSkWDs+kGLtBORo3dQn33iOjxo9pGVl8G9HLt16WN1YNI1HU52U2BX+/aufoYVCqBYLC667mQ+fetT8fNmdvwHgxV8OrTMhOY+tdTvQhUAxDEr3tWI76TRW79sOhg5CYer5t9JW10Xt5ucZdNuszqkE+zaYn1XHLAytFT1YYY43Mj4f17idJBXtMR0ib0MkLRsTiU7to7vJSU+rg7SSTtKmtQ22OUUI6Guz44j3h7fTBA3LJ9CxVwtPSlcUJsxfiN0Zyaalr6NrGqrFwnm3/4SaLp1tmzZTPG0Kp5w0nY21bm7/8ysk99bTEJFOa0QqSX3NZPgaaXJmcNPF8/nqrFyWbdo1IsFh2bJlLFu27IB7MBgWbY5upjqiGkMxiPWHu0jce8G9n0qwDadiy7N4d7+Bq/AcCiZeAx/9HuPD3wzXUwPHH6LF4iIl6DXFWwhBhRpFYagPgY6Glaf7vkl/91zE4FxCBI6EvWSf/AeEomHoKsJ7I/a49/GLPea+bAGd+M4Aim6Q1hoktvR7MOsb0LrzU891g0O7bxYhuCUriRXuHjbv19d2hEkGTIx2Unao3rcGWAT8KSkJ51v72OhSmOrROWlhHr7dbvrLh5xTVAHayH+m1Hg7mts/YPcJ4i4rwDkhkUBDzwgBJwWd5PNGirXjAynWTkCOxk0tX/kY7z30MugCoRjsuvZ8XrNPN8OityR5+VlhMZuW/pvKdWsYM2MWM8+7hYpNr1BVvoK8knkUlF4IMGJZpsih7NZb6HBYSPAFySiaSN/q1biddjqinCT4Q0x65G90ufJ46fdvEPTvw2rP5uSrT+aj5z4i6NuHxZ7FjAvmULV5C3Vb/kHY/1Cxuy7DEb+PnAWPI9Twz0Io4Pfa6KqLxL0nDn/uuXhjVzE7cxNCCbttO5sd5Cf7sdsGOh0Y0LglgdY1SSNExycRn5GJLcJJ8949YOgIRcHImYhWvQWBjo7Ke4kL6HBl4+zrINXXTGtUJn/81oUkKz08+eSTZn244uJiysrKzH0P76lqDPwXOSaSG0+/kf7+fmpra0fUevvU1K2Dp84HLQCqDc65H7b9G2PvBwcVbgDd6SWoLRVEav3m95VqDG3eM7EaOtXBEv6Zs54cdxElRhzOpEr62gro68jDmVA9IOBCgELQF4M1wm0WL07o9JPREqJaCGpjbeR6NKad/9KnEmzDOZz7ZlEE38lJYaW7h1WeQ9faA7AJCBzsX5yBcOpD43I406fw/ovbzQzVUy8vwrezk57l9UPJFw4Vw3eYbgsC7IVx+Cs9YUtTFSRePwFHfqwUcJL/CinWjg+kWDsBORo39bm7v07zjn3m54aULF489wZCFgsgcPV3cv3Wh7GX92HoAqEajL0wQCjUQk9TBNHpPsaUXohFjWJf3T8wDA1FsVI84a/oO5vxrnqH2LlnkDT3Cpru/Dmef//bPFbc1VeTeucdBxTlPdjn4YLuoh+cTaAvxHvPP4ojvhxfewnxo7uIznsxvGNDofbD7+HrKMAWuwZnQjm9HRNxJM+iR1nKmKKXEIqBEBDSoLsuimCXlc7qGF7K8WLTVOZvSkTRBYYANT0OGjzmuGPT0gn5A/R0th/RNR784QbiMijMSaOqcjdBRxRWfy9Tzr6QVdt3oQ0rwLts/TJqdtQcUkAKRXDuOeeSmJjIvn37Pr1423/C/3ABp6iQNB6juWzoqELBF5GMvW8ogSKEgpVwEV0D2Gwbz4qoTDL3zCDdupe64Dj+U7SJlJYxlPgTiRwQcBFJu0me8GpYQBvhdleqqg3NmTMgqimW2fMeYH3HCmpa3yU39XSmTf7xAXP0jpTDCTirIrgwOZZ/NbvN+zQnNoomf4Cq/sBh9ysYqi4uCPc5vU6PoPnNvWwaEHAnnzwK9+t7MTQDoQhi5mfhr/ES2Os9/L7tKsZgFrYCkbPScYyORfeFCHX6cIyJk46c5LBIsXZ8IMXaCcjRuKn/+fkj1Ox+i7BrpWBzxFPtiqAufRTWgJ+1Uxbgt9qYWr4SqxYiq7GajJY6hqwDiM3rIjK1Hz0kCPZacOV2E53RT29zBD1NTqLS+kgZnYutWsH2mwpEKLy5QGA/ZxZiVjb+3btwzTmNlJOuo7t7C2732hGtjvZsWUfN9mpyi0aRPzHsugwXdW2ef9DS+RBCGZgfRRL+fXexd43NPFfVqqAFdeyxa4lIKCfky8KVt4eo1C1hI1EXtPYs5EOLga2qkiIFtuuwU/dyxtoUFF2gKwbVZ7hIciYR9fKegWUw7oKzqXz9HYyQhlBVZl18BRXbd9K+Y7MZdutRI3EQxKqNFAFaRCQhZzSWvm7SUlIQcYlU9gcZDNi15rYQajNI70s/qPOnKApnnHEGkydPpqWl5YBOC0fEcAEHI8Vb0cVQswKjq8E8F13YUXS/GYY2EOF+pwO704HmWbdSG306dS9sJ8u6k7rgOOoL2plY8KIZKq1eeRsJ2RtxjVo1Itmhvd9GvCOAEKAZgg3BEl5qryakh7AqVu6afRclSSXs9exle8d2pqdOZ1rqNMrbyj+xDArAC9VreKfuY07PmkV+fPEI8bZ4Uj4AF2+uNDNLT4qL5r3OoVIi6TYrHaEQfv0g/ywNE3A5ETZim31MHig58s25ozmlV9D22NawgFMFseeMwvtGdTiEqgicU1MINvYSrOs+cN/DUBMcaJ0+M8Qaf+VYIooSCNR1SwEnkWLtOEGKtROQo3FTt93xR5Y1xKLpTSiWTBAKge7FDIYcp9x6B3cqGpW6PVzeQwtx09rFRG/dxqCYEIqCMeKlZaDaBVrACL9IFMiaGSAmu4dgRQ/+KifOnF6SGgJEfqDgjnDQGRVBnK8ffVEPwbyhLpjR0ROxWCLxeNZiGDpCqGRn30xMTDF+fyt9vVXExc1AVSMpL1+EPtAJQVUd6HqIjt0nEfI78XeO5czrLsffH+KNv5abTkdqyTvEjF5sOj1CQLA3FktEN6Bj6BZ27b2a7XUNxHbpVKW20DLGg8fnYUxDFrktCdSkdNCU68bRFiCl3U57UpDvn/8rxvszefGXP0XXQgjVQvpV3+W5NbXM3bMY1dDRhUJy4QQ6d28xX/DRiUn0d3fhVyymgLPrIcpKDDJ6xqMYSnjCfrSB2nXolrmqqvKVr3wFm83234s30307LyzghIJujUH4OoeSElAIahHYlINkmg7+KoTK9ql3s/fjenKjNlDTM5X4Cy/Fs3c7EXG/DQs4Q6GrdgaRaVuxRoSL8BoG7GvPpKwzgSxHkG16H5ss4YLIKd25pHfl0xizh5bomhGnkBSRhE210djTiIGBIhSmp04nwhLB8vrl6IaOqqjcNvE2OjUbZZ1VnJ41j+sLTkURygGC7rI1byL6d2JEjOPfM89mZ08/P6gYKihdEhXBzl4fgWH/VA2fHzeIBRg/UDOuLN7CwkkZjHcHoaabjMIESopS8Nd20froFlPQJV4zDt8uN71rmob2fbAQqyrC9qQBKIKYM3JwTkgk1B0gUN0lBdz/EFKsHR9IsXYCcjRuat/mzWz95l10Ro4izlNBU8p06pNHo4caUCwZJKdnU3VFHg+0tpvz2C6LUhn9558PSzC4h6pN61j36mJTdETERNHf1Q0HnQMWXid1bDbqvjoaewwMAYphMDmig64ze01HLj7Hhab5CIU8n+q8IiPH4vM1oGndA0MSZGVdT3r6pdRXNFK/q5VRE/JQLD721i8ynZ4IrqZfX4JiC4c4DQM6KxbSXT8VZ9Ju+toKCfWPxhaj0NMcRCDQhU752KU0UEtyb7YpHOyqnVH70shpiWdfqocLL7yChvpCXn5vKZnBPdRZ8xntyqd0+wsYmoZisXDFz8PJGv/+5c/QQuEOETkTJ7OlbQsf5XeS4E+kzRGe1H5S80koRlgOTMwbhVeDffv2jbgOwwv1fuUrX2H06NHU1dV9JgHXs/MZgpWvYx1zHlFRhRhPnAV6CIQKY8/Ft2M5DtwjeosOye4DlxlCoef077JXy6Lr3Y/IjlrPvp5p2OfOoWZXPQljnx+Y6zZUKw7A0C3UbryBNi2VyPp0hKGgixBrpv6btv5WU7zFZtsJ6SH2eveax3bZXAT1IH2hQ2d2qkIlxhaDx+/BwEAVKnPT57KycRWaoWFRrPxp/v3MzZjLcysfI7DnTWz5Z3PtSbfwTEM7/179GHM7V7Ayfh47ks+m0L2FuZ5NbIoeR39CIZFGgISWTRR3V7I8fiofxU1lctdOZnvL+Ng1CTV7OpkOO7ZNH3FG2ybeTS7lqnMvodijjRBwceeNxrukCiOkgyqImpNOoKaLQO1hHDkBzumpWBIi0HsCOMYn4MgNt5STIdUTCynWjg+kWDsBOVo3dbBJe8SkEvY88TqrtbnoihoOVSpQl2DnmfnRaArhOVxCcKFTwdHRwsKsdM4qLqKxYucBGaMfPPk38/OpX/sGtVs2s3v1cvO49sgo/L37TfTW9fCbWQACihfOIX3caHbvvA+fWyEmK8CMU36L272G3RsX09MUQVRaH0mjUunrr2FQCtjtaQQCHRjG4ecdWa2J9LTZCQUisdh6yRk7HW+zoFd7baRQ0MNjMjQL3bvuoKd5FN2dPvYXo8bALC49o4cO0UxCQ96AmNBYMv4hmmOqSe4adIP2UucrILHTTqa/kRZHAfffcitTcuIOKCfSWLGTB//8XRpjeknoslObH6LNoZPkS6Ld0caUcgsp/Yn0ZRcwmP4a7Yyg2zeylEViYiIdHR0YRrh12HXX3UBWVhYez0bc7tXExJQQGVWA17MRj3cjkZFjiIjIortrG1XVf8IwQgihkpCwgGDV28R6/Hhibag5C+jb7GZG7YqBrgoKm3svJNexnkTLvgOyT0fc8v2W78mJYHdkMdHbM8iO2sC+nin05jdjSx/KKg32xNFafilB32BCQyF9nVkIIzzXUhcakcXLsWft47kaL8ndebS4KrllWiqKsHH3zuWEjHA5j6lxGax1N4RrAmJQHJtLABVH806m+nxscDgod9gp8fmZ2u9jm8NGk8XCzH4/P+roxELYh96WmEOMppPrrkMZOF+/aseh+Q+btjL8/A0E5THj8ahO5nk2oRgaIWHh8eyr6EicQHzTPkq9tayIL2bugrNJ2bsDfc9aROE8Rs89A39dD11PvoTN2IafSTjPOxdfhRt9x0rsylb8ejEBYxw2sdP8rCdPwRLvQK9YjV1swU8JrpsvB5Di7ThGirXjAynWTkC+iJvat3kzW791N53OXOI8FUT0t7Nj+v+xJTWLmmQraZ0hNk2NYVcUYBjYhOCl0jFMdUWy5b23qFi7moIZs5mw4HTK3nmDynUfk1tSSsGM2TRV7ubtR/4crvqvqsz9ynW4GxvY+v5S8/hOFPoM/cBml8NIHjWaCJeNfVt2hKuAqAbzF51GQ9NTdDfYiM4IcNLZ/6CnZze7dt8xQiVYrXEEg25zX1ZrIsHg8ESB8Avb70knFIjCYvdiifCiWH1D87O0WJRACbVrpxKRsJf+9nzsDhee+mQYeE1bHQZBnzJy4MIg4OjD0h8RTh4QOuWpy/Bbe4nyxdHgqsRIiuOb887DU9VI4+5OxhfnsHD2ueh6P+vfeo2qjTvInTyaDy1reLF93dB5GQontaZhr3PQ74oi0tNLXI9thHhz6h0EbdEEdbt5njZ7Pykpteh9fvq7nCSm1JMyquFT/24sFhehkIF9n52YNjtdSX78MRPp+TiPc5z3mm2xOqMTSeppNsWbZnOgBAMIQz+o+zZIR1wStZk+XF0aHpeFHqcDzaaHfyKAoas0r7kBR6trRC04gBTrroHuDEX0JffgTK5E7XMT19uNJ6Ubb2orVRVJzO4VVEb4GJfWTlJPkHHN/agDY/HaFGID+uDfEAfFJwT9QhCrh9fTgRZVJUXTzFpuq6Oi8QsrC7o7UQeW1VsjyQr2ogxs022PxYmBxe89gtzkT0LBUFTQgkPXVo1EaIN1EgVBZQyG7sDGtoERWPAa16FrMag04RdTibrqIiLGJxDcsAx9x4co4xdgm7bgvx6d5OghxdrxgRRrJyBH66buHxbb99ordLz/HvEnzycmEKLysVfYOOp6dCU8R2rleCcfFkeYgmpiUyNXrnsNd/Onf8nvT0ZnF02xUWZ9tom1LexNjafbYTusgAsz9BNJzS8kZXQBNRUvoFhD6EELU887F3fwSXS93xRwOdmL2Ff3JIYeRChWSic/i6b3s2XLInQ9PP8tMnIM3d07zf3vX/UfBAFvGjXv/yxcX0zRyD75DxiGwr6PbsfQLQihE5tTRldnBlpX6mFLhYQIoaIOnJGBJ2EbUY5erI3TwFAQikZoxl940tiHRriQa6pNoyGompdA1QWX1EVhr84k5IzB0teFTeshoEbTl13IYO0MNdCPZhvW8xOIi2wnwt6IryeCxNQGJs+Zi8s1mY0f/cYUw5PmfJc9e3+LrgdRFCulk59h06ZNIP44ctkz7XTsriTDtoOGQBEWoXFu/C9Q0DAQ9F/xF6J6NYwl3zbPXySNA3cVRsh/WAHXmGqn26niCOi0xVsxFIVRNb2oOlhDBrZQIqGQwKm1MHjDe/VYFDQilK4R9/JwGEDIqmIJaqbIdKelUh3lZMKeKlQDQkKwfNJYQobGKeWVWAyDoBD8IyWWG1s8WAc+/yAjEZ+h8pfGFnPZ7+Jj+VHn0Do3pyYD8GhzK1bDICQE96YlMbk/wFlujynyGu0OMvw+U+SVx42mlyhmu8vNZXuSpuJSBcnN682xG85URG/z0B8fUekQ8o2Ygzji/A0IGZloIgk7WxgUdL55T+A45VyCG6WAOxaRYu34QIq1E5CjcVMrKip4/vnnw/0rhaB0zCh2fPA2IZsTS38PWZmZxG4sJ7bdgid2DHGeSlZMOp0HLjsZTSEcGhSCktoWCreX05KSSWb9DsbpzXhbBl6SQlAwYw6KqrJr9fJwAVohmLjwLNLGFPLuow+iaxqKqjJ7yiwCzz5PZ6SD+F4fcYkpeNuaWTs63RRwWcnp9EdH0lo9NBcpnOSgH/I8B0md2kpURh+9TU4i0/rQe5Np2aYQmdpDX0s0Y6deRdqYQjzeTfT0bCY9+zRS8wvYuOkrYIRAWCga/3tqah+ht3dYod7IAjqb+gj5nFjsPsZNupiu7m3U7aqmr60AZ1IFyaOcdLcksevNS0xRp2aUE6ybgoKCjo6RtJcev0pM1yhT0AUVHxbdjsJIp645qprGmErSu/IpjMrmrdQX2OJYb85qn6qNo/i9vgH3Ec79/k3Ub9/DhvfXmQIuKSGGdhz0RiWMnBg27P+jtX7SXS7qdm4j5IjE5u/j0m//kECoZkStvWXLlpEe4xmxbN+qRt54dofZFSHCohAtdpp9SOMLZ1F8QT7Wbc8gdr0G487HdebXYcOTMEzAEZcL7ppD3lcD8NkEjoHiaIaAvtg47FoCFu9Q8eRg/HgCPoPIvp0DywRePZ0YpRFFGOiGYGvf2dT5Szgj7j5UQmhYWBu6nhmWJ83PFeN/S+z0iWz44HvEtKh0pYSYf+kDACxb/G1iWix0pYRwzjyf51b9ncn9fjZH2Llp4a/R9QCPf/BrJvf3sykigrjsSbTXbmGar4/1Dic7kk+nN9DGNM8Gpvl8rHc4qImKpqivhwcOI/IWpSbhVAz+1NhuLrs/LwuXLZJbdu1EMUBX4IX8M7m88j0shkZIqLx81rNMjokk/8VLEHoIFAt65imotW8jxECJFUcmIuBB6D3D/lgRaCSg0smggPNP+R0iOQdj9wop3r5kpFg7PpBi7QTkaNzUZx/7O3vqGkZaDMMutb2/h3R3J6Wr1qEMzCfzxI/hjZP+j+oUO9mtARpH2Xg3L9IUCRYd7mjrxP/2f0CkgdHEZT/7FsCIeW2X3fkbcz7W8PlZg85ewqkLyT7/QvZ84xu0fLzKbBKfMnsuzv/7Bi/e/ROzuGzp2Rew/rX/mOOeuPAs6ndupbNhKFtPCAVrpIVAb7iivFAN8s7ah2dvDD6PnZBPxe92HHCNhKIQkdQTbnfVFEly+jwiknqxZL9slgoxL58BCAtTpzwPwMZNV5uu3ZTS5wBY+e6d9LbkEZlSRXbWDSx/OgpDUxGqxhm3xPPkhs0kbchB0VV0RWPvhD0kpXQS8950FEPFEDrNUdWkd+cjUDAw8Ef04Ilo4fX8R9AUszYKiV2pJHVFU9A+g8zgdBSlle6W5xnM9s0tvQm/0kdF9zZToEWGNHqtlkOKNzBwNFSjhAIDGas9jJ1Ygrunh87d283ODxf+8BfkFJdQ9p+VVK7fzJhpk+lriaFsa8chf49Cgenn5pE/NRk2Pjkk4IqmwpPnDhXzvfYVWP84xrbFQyFVVUXVtBFunKYo4d/t4P5PuYMOWymuty43Q7Mt4+4geef/M4VY46ynqGzKxbNpmRlSdVsnEBfcdkCI1bzpQpBbnIjTZWPX6kZ0zUC1CC64vZStTR+wfWsNRcW5nD433J92VfWLrK57h9lZpzMhPp8/fvwTNvuimOzo4fZZ9/CjXXtYuft35h8I9vQfcVsarFh1pynyXNkluGs3M9XnZ4PDTiglD7fPQ5K301xW7gj/nkt8/oH5d3ZqnTZy+gJM9fnZ6LATkxxDSkQsY717iXYH8cXbqYo4n29uesYUdE+f9hSp3iDnrFmEIFzguC3+TGK7tmEN1Rzinw+FQNpVqDMuprbTi1a5HjF+PmNOOvOA2ndwYD08yX+HFGvHB1KsnYAcjZu65B9/Y0NNvTmvKVIV9OqYL2dFUdANg4T2dpJbW2lNSiLD3UnaHq/ptEX31/Or7/2RZdnx5nYLtvYzd6ePcGkPwcXfn0JqnuugfTg/ib7Nm6m97nqMQMB8EUfOnYs+ZTLuXTtMUTd8ztzEhWfRWLGTF+/+KVoohKIq5JVOp277FvxmX1MDa6RBsE+Y4m36pacR8DrZ/PYSM+Qak5hEV1urOR6bI4Kg309EcljA9TQ5iRvjJXG8Z9gEeAc9e8fT09WIK7ebrhoXo8cuInNsER7PRjzedWTmnkX+xIvZ8O6r1O6oIWd8LlNPu4CNtW7uee4xMjQf+4SdzT1FxMQ2kBz5BuldeTTFVDEpYTaZK0tQdBVN0fio5Gm6g91M23cOLVHVJPfksDdrA7uiw06bMATndV/PRO9cWmsq0IP1KNZMrBGZaEEdv7KXgKUFWygFgK7EOvNeRndkEIjuwW/vOrioNwycjVWo3Z4RNePU/l5UqxUtGJ4vJRSFwtIz2LsjiK73YLHmMm9KMVW73dT31JtjUizpI+6/UASTT88mzbYbS8NqIiaeQsKMU8LlRIYJuL7Si7FvfH6gHym0pkTi7PUR0z1SwGGLxgj0EL7pFsQVz+CtqYGdQ85ec5WXNX95nlR1K81aMWMuPo+VL1aiaTqKqjD7otHU73ZTXT4039FiUwgF9P3GDoY+dB7Tzs4lrzQJX2+Q5r1es/Cz17tpRG3BDd5eLl/zBvTvQosYiyNiHF5Nw+avwOLbBRFj+X8F2dy38hsE9SBWxcpjZzxOb28F31rxS7SBTgu/mPot3m4oZ0Xjcgb/mnIqFvr0EIfL1E63aCT3hJji87PJYSc2LZXYiFSmN9QQ4Q7SH2/nj1nfoKgR/rjnuwhCGKh0iCKS9PKDzlgI/1wUtkafzVZHJml+L6+lzKateA52ReGdDi+aARYhuGdMBmckuajp8/Oxt1cKuM+AFGvHB1KsnYAcjZvaWLGT53//GwL2CGz+fk654RaWfLDMdKyuvfZadu/ezerVq81tMnp6mPnWUhRdxxCCjoR4qlLGc+cttxJSASHIaevnshX9RAzMa7ZGCIrmpYMtSFNdO2MmpVMyqwA4cM7cwTAzVidPwrd9B+0PPojeGxZdwmol+x+P45w27aDnt39W5b/u/gl6KIRQFCx2hWD/YAN6A3u0Su6E2VSs+xhjwCE65YZbDuiFahiw+Fc/Q9NCKIpKzvQUosa9N1SZP2jD4ggM6RlNsGdJNn0tzhHjs0dFhzNiB3qTTjrjXDLHFbG7tpW9e2sonjmDqJxCfrh4C32elUQ5dtLrG8cps0sor32SZG8ura4a7rns56xsWMmrq94hrWs0jTF76LV56bF5QBjmHL3imEnEbSnAp/SS2TOG2265FEM3ePWBMvSQjqIKMsfFU7F9nSneRo2eQpe/g2rf6oF9CdSgHc3WP6KYmhq0oln94QMZBq52UPtb8RnuEQJuOK6ULBwiipbm3YRDaSrjEi8hmFzAvro9BxdwAgqnpzJmWgp292a0io9wTFhAwoxT6Fn1S4J7lmDNP5eoOT+nfvFs0nZsNwVcfbqT1P5YbJ2NB5+8L1QouRKc8RhrHgFdA9WK+OrLdLT48W370DzW/oJu5reuIhTQWPLglrCoUwSxqU46G3oPdqTw4RTBlLNySEiPxNPaT2ZhWLzBSKdpfFQEN2+r5v1hhXm/khrPNHsD79av4fSsWVw5aiYw0rWbM+pyylrLuPHtGwnpISyKhdsnXsMfy/9ByAj3Pf3BpJt5v2kLa5vXYiaeCJWAoXGgoBsq+DvWrhGpWtA6/Uzp97EpwsFMxzQWVb8NhAALT2XdzYKWD8n1v3tIAddsmcTa2Fn0YiMt4OaVlGm8mDERgGKPxpTOEJvjLRSOTSTdbqMzGOLMRBenJMQccJ2koBtCirXjAynWTkCO1k3dX9DsL57q6up46qmnTAF35plnsu6ZZ0hoaqYjLZUpX/kK/X/7O9VdFjYUTaPfEmDprBlE+gzGNgSYUOMjw+0GYs15WGBgH+UhbrSgomwfqi8G3dHNBV85HafTSV1d3Qjxtv+Y2v78Z9offsR0d0REBFGnnIIlMYGYM8/EOXnyEZ1vT89ultz3dwwtXJrDEefH73GYbghAVtFEIqKi6WpvZfxJpzL5zHMBRjh5idm5LHnkOziTu+hrjeGcW/5Ao/tPeHs/NF9SViUdf8MM9q7bZDpywp9Br8d9iJGGsTocCLsTn7dzsAwx+5y5RNgraInvI80TyU033k1XhoVF7y0ynZYZaTNZXr8CU6mJYY/QwP/+ZOZP+MrYr7B8w3p2bKtl/IQcCuILePWPm9E0HVVVuOD28LX891+W4VPdOLQ4Sk7N4oP1r5v7zknLp765Fs0ImOFwVdiwhmz4lK6hEGtjP0Zo35B486ug9wNBhiNEBIbhG9i/QnTiHPr7bBhaF4o1D4stIyyKQ42moJt1yVySsqJor+8ZcqwqnmXP1p/g6grhcVkIWhUsmkHpFi9ioGaGnpCHpb1q+NGHLtDBEApkzwJ7DEblu2BooFgQp9wB2TNxV1bSX7UV+8QzCSZNMQVdk1bMuCsuoGZrB3s3th581wKK5mUwZnoKuq7TUtVlnstgmyy/PtQpYnAWo22g88KhxMr+XRw+jaBTgZvGX8HWzgpWNW82r0+EaqVfC+13JIMSX4Cp/T42RjhwJEWysDeei/eWoaABFjyOWcT7Vpj/EuiGE1WE694N1kR0W89kd+Tp5LT5iBA76aWYG6dOwQCmdIbYGG+hJsFKpt1GRZ8vPGNOCO4fm8U5SbHs6On/nxdwUqwdH0ixdgLyZd7Ugwm44Z9r3n6b7u9+z3TbXj/rAh445zIAVE3jvn8+Qih+Dt7e7BGZkLoIIQx14Cg6nvgthGxD7kFmZiZOp5M9e/agD/TPPPfcc8nx+Wi59TaMYBChqtjzR+PfuSu8kRDEXXcdibcson7dOtqXfUTi/JPJPeOMg57LmveeoHrLCkYVzyOryMlH//wzTetjGXwpWex2Qv6hem1xaRkkZGZTtXk9uqZhsVq57M7f0L6vZkQY1uvdZM5ZQyioqnNYkd6w2xav3M7Kp943Xbvzv/dTqjZvoOztN0wbIi2/kKDfR/u+mk+8T62xfpoTfKR1RpCUm8fTyavQBSgGfDfnVv7tfYva7toR2+TG5FLXVYeOjlWx8vgZj5PaM2pEf1bggJ6tZWt3smtbJWMnjGHSjHH86+lX2Ll3MFtQkJyUQoe7DU0bqLJvgNViJRgauJaGwbiEiRgeC/uqXyTkjMTS10OEkkfI14SuHVzQAAg1BkWNQgs0MSjoLM4zEEoURqgJxZrJvCtOouikDMr/80v8Pe9hj1rI1LNvYteH59NNO3HeEO5YK3bNyoTtbsSgi3bt6+DzwIvXgR4Mu22pE6CxDFPERSZBsB8Ch28IjzMJo68jfE2EBTH/h7Q75/Dx8xtIUipp1oqxj5tD1aa2Q5+rIph3+RjGz0ln+c5Wtm1vp3BcAs+p/bzd3mWud2p8NA+Nz2FPn/8zCZUjEXQ3vf21EWFXb/cOvrPy/w00q4NsZwzVfV0MCd6wjTY0Z86BCjwykOkaFII/Z49hgUdlqnenWZ8ORkpmA4UW7XsQSiJC2UafUcz9s2axPFGhqGk38zs9LIuP5a24vBHnpAq4LSuZbIeVZn+IUxJi/mfmyEmxdnwgxdoJyBflrH1Wat5+2xRGi2OSub9XR1fDQiy3qZ5f/+0fVBYsQhcqiqGRP86g2RONt9VvCjg1MoBHqUUxrARtHhzxBn6/n2AweMDxzHl0yclkd3WTv26d+Y+9IJylagDCMNBUlfZvfZPQ6NF8/PHHpvArKSmhvLzcdA1PPfVU3PVPsfuVunDjesUgZXwczdu6TBfPlZJKT0c7WmjIVYiKi6fX68HQdRSLlSt+8f9ILxjHnq0v0VT3HmlZC8krOoftO35Aa+sb5naRkQVEWebT2VJDetZp5BdffECB4cvuHOhqMGyZMe08/KtfQTHCxTvKXRMpsndhbx1yiBRFpTmmj+YEH6kdDpI9diqze1lVNDTPyoaFgBjpjkxImMBZsSezp24HJxWcysIpFxzR/V+2bBmJPg+1OzeRM66UCWdeyL7amrArq+vhbNAIO339Q4V6LRYLsTHxtHe0woCAP/+sy6G+g3eXPDwg4HqJ1tPo8+82t1OtiehaP4Z+qBCjQFiyEUokemAXgyHWolO+weQZDexo+xW6EjYb1ZCO06cT5wnijrGQnH8jWRN+St/uF0d0bDD7pao2uO618GHMZRY4+w+w72Mo++fQrzAyEXoPLsTCvyaF/lHnsWObAxs9VIdmM+nGK6lY34J380cjEhpUVaDr4TC7alEouLmQO/Y0kN4cpCbZQn2iFZsItxg1+GS37bNwsD6rw0UdMGLO3B9m/4SVzZv5996lZtHheKuNrO4eU7xtcdiZ6PObpUqCQnBnSjLn9fQyr6dnRA70kHhT6fDfTa9tHBGBvdiVrfiM8aw8NYd/xxfgrN46QsDlG7sZz3Z2UkSsazKjnHZebvGgGYZ5nYATSrxJsXZ8IMXaCcjRuKl1O7fxwN8eYV9qDjmtddx+623/lWAbZIO3l0s3VRAcmKNiIEju7+XCN96mNTGbadvXM2PXaoInX8wqfS66oYQjdUJg6Jih0tLz08gqjjHDsIqicPLJJ1NfX09FxVDpjLSuLma//Q6KrqMrCptnTCe3spLEtnbzL/TeyEj2jMmnN8JJdG8PrcnJdCQmHjD26Og28lJW0NfsICq9D10XVL2RTdiiEmhjSrBaLWjbNw6FYa02jOBQAoRitRKbnoW7rmZAwFm49I5fE5MeYMPGrwx0AhAoij1c9w0AlYKCn5ORfiVV218zRV5+cTiDcLiobrKncvtfXiGlp57myEyKSyeydWM55zS+hmpoaEKl6OKvUvX6c2jBcILFpDPPpXlPJR/0rKE2rY+cJicF9VG8X9pKfYpvhBkS2asS5VMJWHROdc3lquKvsGnHSvbsKae49CQuOH8ROxY/RP3Gj8iccjLjz7qSipfvIWrbYup6osiK7CI9ORJ6Wqgzkqkhk1zCmblPcQkaKgKDMdTSKFLpNiIYdGFUYZDkiqDF049hgCIEM1z5lJe/YYq3mTHnYxvlYvWav2EM+Dr26Bz83dVDN1LYwRjZwSH8I4smO7OKpCwvbXUusseE6MnvHFHHT8GKboSzaoWhMmXaC7i6QiP7pcIheqgOE3Vn/hbe+uHAZyuc/xfY8x5sXYwpPYZlIRiAiMvD78zBUr8cEfY72TPhMbZXZ2DUrTMFXIcYTygYLgysWASTbi3iVz4Pm7uHWmnNj4vmT+OyqfcFvjAh8kmO3LcnXs0fy/9hCroH5t7Bx83lbNn6H1PAdcSnkeFp5S+NTQO15mCbzUapP2CKNx0IkIWNBkDHwEq7/zf0RMQT5evALrbhYzwbp20lWq8hqrOA7vgKnks4hXXaBBJoYzSV7GACnbbxJAV2UMh2KsUEfjHxTOYnxLCmYTVVbavIS5rDzIzZR/W6fd5IsXZ8IMXaCcjRuKl/fOZZ7ksbiyYUVF3n4op1pCfHslfTODktkbNmnUaEIthWtYm1TbXMTsthasE0NlSsZ/Wwz8ABy4aHGRTgus0VtOlhp8sWCvLw6nfIf+ctOrVY3LFjiPPuoe+Uq9jpTmO4cohPjyQ6RaXP10Ph9HBiwifNozvv+99H27EjHJrVtPALOCUFmpthYM+GEPRcdhmb3G7iW1poT01h5nXXYRgGK1Y+RUx0E339ceTlVaJ52uludBKZ2o9Xu4ienhQ6aqux9HUTckajKAJHza4B8SbQnFEo/n6UYXN6DCEwrA4i4zqITuujuymSuAkOkkbv2m/ytQPD8BOWuBbyMv5AdGQxO8r/Q2fHahKS5lEy/SreeecjqreVkTexlLPOXshfl1Wx6e3XyPU3UGXPoi5jBhc79qDV7iRrYimXX/dVGnbv4D+/udOsa3fG129n+dalPGJ/A23AaVJ00CzhiyQMGNXoJK7LRlFtDEo4v4DYiD66+yLQB4qHTIwLNxjf4k4zl83I8ZGS4MDbUI074CDL6eX/s/feAXLWdeL/6ynTZ3bK9t53s+mbTYMkpNC7KNgQFQv2U+48z3LeeZ7l1LOLcgiCIB1FpCSAhIRAGkk2fZPtve/OzJbpz/P5/TGzz+wmochXFPnl/U/yfu/zPPO0mef1vGt5RR6He6Oc1MqYp3SyrCqTnmmZu8aXoyEjI6iR2ukjj0nhNLLRJZJD3gFkdC6TX2aB1ktTzMKJ1LZ8Nid/bHKiCQlFEly9KoPRaS8vHOmDGaCzlhKLBRH6uHFdSopHyLp4xAgXF7VF8ecpTLrS7UuksBV1qozY1AQ5Geew+PxPgmrhxNNP0HNwD8VLVzHv0muS0HXoAWjeAmVrIKMwCWu6BrICG74CwV7Yf2f6S5hVA6PpFw/sPohOJQFvRlQbUXctptEjgI6OyjPadwkF4wa8TTuX4FmezTODR6kIDHGwwMezZbVIwPLgUc4JHmSft56vrn8HyyeOvTZ4/hXljYRYp6eb+fWzX6M+nGxDkmnJ4LtdbZhEEs+fcdg5NxIlMxVmF8C04kZoC3GwmyTAqQzHv4Gsq1jkJLy1LXuMiLcVa6AS2/g8Qr4TjHjGcBJEQqAjs5dzELKDlfpzyOjJl4uif+e84k0cHGumY3SfAXCnVvICZ7T9reUsrP1jyFlYexvKm3FRv/DsFh5Q817fwqlL4NND+GUbAgkZnbWM45AEz+o+NElGFRpfcMdwmM10jA9xbk4u51Yt5Y7eUX7SOWg8AD9bmssnn32cbY8/xcGqOpY2H6doLMGfzv8XOnItlA9FucAdYzjuY2xWRd3SC4pZdnEpzUc7aT3YT9XSNMCdWlU6OzRbdvHFDH3/B4zfeeecXnIw0x5NpfjWW3GuXTNnvUDuAUbHbjeAym5fRmHB/3DPPffPgcVnfv8wTAXA6eHy976fk/v30v3MnwyAs+QVkAj40SIhwwNnzw1RdXk3kiIQusTg/kw8FZPYsqJG1VwiKhMaseLMDyX3QZNoffL0ytL/F5nJdcsbs9KfFeZgddAoBJQ1qO12keO3MOlIGCHVNy7pc293OTFbzIxNR41GvRVF2cQSIZrNRUZLGTdTBCXXnFJCCR0hkoUhstC5UHoJKTJNu1bEPKWDZfZuEDqHg/NonSqmytnD4oxjPDP6Lo6MjDMDcLJaSlH+HrKLJxjpySAw4GFVbStj5wgjVCrFQbckP1sImDzpINZsx6/bcOSHCQ3YWKKNUOQIMp0wMRa1U+YIUGCfpD/koifkptgepMD+KkPWX8+Zm1VNqaeS8ZOAoXAwdDXHQhfgkP0UmI/TH5tPrqWdautzaJqF/vgCCs3HyDK3oqIZZ1HKngfWDOjdl4RNRYUrfgIZRdC//02BtzPJa4VYHY4afvrY+1kamqbRbqd60QeYbN/KN1r2YUqFfrtUlbJEgpksWAGEpExsIgBoSe9b4tuEvFnYx4axSMeIUEf7yucJuRqNV0QdFYVTiyfSYoRj1TzkxDACHQmFwoJ3o6oZdPf8BiE0ZNnE4sW/RpGtBAJ7/6ZAdxbW/jHkLKy9DeXNuKgvPvMT3i+fS1xSUIXGouHjHMhdDLIMuk5l10l0WaGjpMp4cGZG/YxZvAZ0eeNBYrKJacU+ty7/TDLrMkoSlGtROjGhyxKKrrNpoJvn80rQZBlV0/j3O35GfqKUXbXn05lroWwoTtG4BhL0Zqp0ZitUjGl87sNLjET4V5NQYyPdN34kWZigqtiWLyf00kvpBWQZ64L5RJpOgK4jmc14f/1vHJv6JkLM5M3p2O1VOB1XMTbWTUHBRmpqLjljEcY9v/yFAXA3fPqzjHa289wtP0w+FCWJ7Nr5TPtfTnna7GRknYOm9lCwfKfRBiQ05sXmnUAxacYpjAQtTHbbkWTBeKubyVABCIEyFUw/cEzm5NzNlK45XICEOp1OSo+7PMiSQJkIzlwg9Hw/9y6eQpcEkoCF0wmOuhRmpnfKOtzU7CDe6UVPebHMxdmMkIWjp9kginB+OUpoCnMgnbOlmSwo8XRoUjNbQego8bQXSZeS8xw0a7pnGzBnzqkzPE7CnkEE0+n3nBBICDItKpleK/lDf2YaG9V0Mr3s00wGrBzYHSaiDmNN5OCUdIKjzzDTKNiTdyVLCo9QLt/LhEfBE4zjd5voKE+P5RJIc/oEC12i9fFTAVpgVSWiCZHyEQvqV9RRWJxLZPedBKMmylyT5F/4Ucafu5VoQsai6niu+W+ElsD0zL8hCQ0hKURXfg6lZyem/r3psVEoSEI70+GnPl3mRHgDPbGlyMTJUEboiy0k3/0SVfoxYsKFWZ7EmSlh0SJI00Ov0KhDRqq7EsrXMT4+xtRAK5ZFV5G7/CoAhvY9TqjpGex1F5G7/MrX1YrnjcqpQHdw+CA/e+wDLAlN0mh3UDjvGhLtW/lmx3HU1DoRScKROikCiCpeNG0BNnYxA3Bjjv/C73wRV3iY0Zw4pVf+hOOTUwSab0JBQ0emJ+NGEtNHqdJ2GeO8pnDhYvKUcopXEwmPZwWq6mVs7DmE0JAklXm138TnW0s43EMweMAAuP8Xr91ZWPvHkLOw9jaUN+Wi9uxl3x/+jZ2u+Zw7eZyRyvfzcfMSoxv8z7UuOppa+NHCCwzbxp1P8fy5lxn6bfoJcrIyuDaQR1xSMQmNi6eP87hrsVFMcEHwIBFkXnAvMXJ0zCJBTDaf3nzpTDLr8lcNDKLITlpynOgSKDq869gktVmCDinChSVuLl6b7Dl1pnDti888yo7OXtaVFbEsu4zN3/hvGstrqG87yep5VUy/+BKHPVkcrJnP0ubjrKooRnl3A/6hHWSVX4xSkUdT078RiyUT9WXZwrL6353xh/NMD67GHdtp3reHmuWryM3N4aFvftUoHHj3f3yHoaFhdj3837jyp5gccHLOdV8nrrcQjP6PMTFB6DZkNWycGlWqwSI3cPzZFzA7Y0wOODGXXUZw7/MGGIZrl1M0fYRgbygdKixtwSwiPNy9yLBdWdpCmzXOi2Yna2NTFPhW8n9OeF5pMq6TVVOp9ftwRiPkRvMYsGeiSAr5o3bU0BQJu5PMqmJs0wnG92w3rnHCl4s6PmTouicTk9uH1tVi2Dwr1mGy2hjd8XT63nB60YyJCcl+bZrNMQfgpGgYYZ015/TV7ilhlKEgaRYcATcJeQxzIg+zXo6EgtP8Aoq1Dy1SSF3BE0w3jBuh0vJjMU7mZKLkpscvaQmZiS4f04MSsgmm+u2ER50I7dXHoOmygqxrzDzuo75cNLuLTG0UV3ycKUc2Q/ZyiujnisiTRDUFi6LRYp3HWtK/By/RQIE2TrnckZ77CcgzrfBSX6HReBk+U08qH07lh+6bGbHCF/seIqE7MMvTTJgEFXQZBTsayixvXNLmV/MImXzkh08gpUKFzxd9gd6+fkpEN91SCZUb3kdeXh6BQIDR0VFKS0spLy9ndHSU7u7uV23P80q2U+VMAPfTx65naWiKA3Y7mdZMvtN+xPC+tZrNVMXiqKQBLoIXC0Fmct/CC27HdulltO66G/PJ7cRq11N74cfY3beT8ZMfRSVBApUd1k+yLnKroX+fr2Fnms/xY5RUo2DNWoslcszYX5MpE02bRtcjr3JXSFgseUSjQ4COJCnk5l6Fojjp738glfNqYt68b6MqDqammvD51uHxNACkKtHvp2HZ+95SodmzcrqchbW3obxpF/WUXJXNLzzB1p5BNhXncel5V9Df3MSPb72FrpwSSge7WGhWOBSJ01NQTnF/B6X+ISqWrWTI6+aYrHBRWQHZeblc262l4C3BIyXJwMRs2/0Z/fw0YGKbWmTsykdHNvO7zPOJSyqK0PjU0OM0KuXsyKk3HsLZwXHCJitT9jN48mZCtaEoTj1Ej9OTCtcK1k+fQJVgq602maMndDbEO9lmKjPCt5+0jEHMzK2aE01WUDWNT/7hd6gJjY7CYha3n+SyT3yUcP5+tndt5jgLmM8x1ubOI1L0rTc0QudM1bizga5+3XoA9m6/g8HeP5NXdAE5pTHa2n/IjO9DVd0kEkHjFEhIlJpWEt/7EqNmK/lTIapiSY/aTFiuyB4k5MjE5csl0XOcvpCbAvsElrrz8HZtMcYxjV9xF4esFv7t5X9Fk5JVnS41g6AWTOa1IbExcyM9Qz3M75uPLGR0Sce/0M9HFn6EzXc+gDQVRDjdXH7lVWy9/RYSSMi6RmlVNT3d3Ux7slHDUyRsTgosCvPXbeT5bc8jTU4gXG5Wrz6HxvvvTIGnzPqbPkfvwf00H25Es7tQQknvRhredLwjAySsbiYznMa9Y9dVhEklrEXOcO8k//H6vETHFUKMMdMWpCJkZ0XeHQy6HeQHJymfniDiiHFgsRs9GYklHs5Hso6gKFryNhTQfnApiW6/kaMYlFYjh8ZQJnrTHjLFhKTFX9E7IwDFakexWIgH/cZSjpoFZE8foUzqpVsppei6r+MMNFH14s0o6GjInFjxHcwn/kz15J+RU3M+48KCSZoVZtdVxrUistRuQKCj8oRyPedEthEXSXjbmXsZxZFj1Ie2GwAXkDzYRQgLaa+olvquAejIPMe5NFGNk2lK6aOTInqZO6HC6/ViNpsZHh5OziiWZerr67FYLOzZs8dINbj22muxWq309va+JtA9c/QZtrdvZ33FenJycuZ433zVl5Do2MEPuppJpWYSkmQyZjVXjOFA16qxyMkcQYGJxBUPYV6xkaMH7iDR+jhq1ZVEKt/LvzU+SZV+lFZ5Ie+v2sizoxP0ju9jPsc4zgIAvso3DKDrzv85GzNd9B67ESHiSJJKZfkXmJg4yMjos8aNaDJ5icf9s87Ua/T/AxTFjqLYicXS926mbx2K4mBk9BnDk1dZ8UUU1UFoug2fbw0+31pk2fSWzb97O8tZWHsbyt/zos4GCki3kZBkmdKFSxlsO0l4ciYfR6Jm1bkECnM5GNe4oCSfS89LNpI91dP1s0P7+O6YjEh5Ry5Tg3yq8b/YlfL0LX/n99gXlri2SyMuq5j0BI/kRxh//Hk+tuxyEqqKomnUdA9xrKLQeCjnBOPEFRm/UzFs1piOkCBqkl+f9+W1ZNaszCxGGZOyECnv1BVeBw6LhYcG/WiACfj5/DIuyMqgqe3Aad6+v1SCwQMcaLwBXY8jyyaW1d/DcOtddAeeOP3YUi6W0kgJuuVCPId/xpRbwhkUfGn660yE49xn/rbxMOm84gG8UnhOaAvmPgC7RTc/O/AzxKyHR4m5hLHQGLa4jZgcY8KShMPMSCZZkSwC9gA/uPoHjPV0s6PlOdZVJ9uC9J1s4v4ffIuYOemVM2tRtFiMvoxSehylFId6eMeGBo6Nxmhv72TewgXc8OH3MdR6koe++RWEpiEpCgvXb+TQrl0k7E7U0CRZHg/BcJRgbrEBcPbuZlTJzERxmeGR8+om/Graa2Sz2QiHw4YuBMi6gpCT3i8JiYa6VWwM307v+BEGPBnkByYodRRzctlyRiYfmXMJZm4TXZfxOr7HRK+Vxj/caoCnJXcl0aG9hgdUdl0AsR70yAnj8SybfEgk0OITrxpqM9vtZIpBiu1BekIePMuvIiPRy6rx36JIOpqQOZ71QeaP3YtCHIHCiONc7NNNuBg58zQxZLqdVyKyKrE0P45AxSSHEdd8K3l9n/gQMhoCiYirHPtk+yuEU5Nn76hlJYNREw7CnKCSSPZS4vE4zsBxyug9I9CdSXw+H1arlYGBAQPyFi9ejMlkYv/+/UZ7nksuuYTOWCf7hvaxrmwdly29jMOjh/nJY++nPjTNfpsNp+LkR72tmIRAB45ZncyLRrGmUh+S3sUs9Kx6TGPbQGigmJE+/DhNU2H8rdvwVm2grm690bw4rgtUWWKV28HA+H7qUvDWKtUCGO1ETkoLeGf5ei62d9FnAJyZeTX/zonmbyFEDEky01B/N5oe5vDhm9D1JOR5PCvx+19iBuAzMurR9QhTU8eN86QqLjQ9ihCxU0/hHJFlW8rbl4Q8r3c1iuJkbGyrAXnl5Z9HVR2EQp34vGvJzDwPWVZPA7qzgPf65SysvQ3lrXRRT/UG7Xn0IV588B7jF16SZURqgLYkSSzceCELN16Irun0nThmrLcvOM21jc3EU3lAOhIbbBoNkS42FhS/YqVpqLExHb7saCZRv4Z/WbMJTU6GRb99x+0EbEX84P2XGLZPb+9Ft9i5dbXPsF3UGOKZeruhv3PXJJok8cdznEbIq2ZgkqYCVzKeJAT1XX3oiRiHKsuNp3FGYoIJNcPQTSJBXDad+eSlzpEidD5qHsEXNdE5FufSQo8Rvj1jZd4ptmDz7/D3P4XXsQj3+BTBk3dzoM5k7HdmxM2IPXhmMBWAJFNW9gVu3VvBVOfznOM7yK7xpcTyr+Oja8pp7AmwuiKThlLvaYdwcPggH3/m48T1OKqscmXllWxp3cKUnmwSq0gK31rzLR5vf5yd/elRZWbZTEIkEEJgkk3cdtFtNOQ2cMvmx3j8WC/z8oqpzJvH0y8d5Ggo3c5DFhq6rJ62H3mRQQrDffRZC5BliasGHjdal2wpvhpZgguGn0HYncihKTptZWSFhsiQptHOmA+nYxoaRnJ6iDksxjlTZAsJPTbnFCrI6CQQSCjovJPNFLo6ObDYjZCShQkZjlqCkXR/OLu9nIryL3B8Tzujgy+QnbeReQs/wIM/fJBYvB2zqYJ3ff5ajmzdz/Hnf4FAQ0Ihu+KDxKMJAn33GTbZVIUeT2/b4igHKU50qje9k6lrn2+bSAGcm4FwBgUOEyXOGN3TFhwLVqBGp7gwfBuKlEAgM6CXUSi3vuI7jRAQUOeBpxj32NZksYekIl/+A0b++DOimg2LEib7mi8QOvwYtq7nzug5FEDcW0UiowRL17ZUOFVl5NI7mPTU8fDDDxste4qKiujq6jLWzcrKIhaLMTExwV8qJpOJQXmQEesIOdEcsrOzaYnfy7JIiH1WG6PucrInOvj14KARPh1UvRQkJlKTGFJ5ofYi5PBgqjAjCW8Ur5zjUQcMeDPJEt+rKeKp0eCchsYzMgNwJ1hAvm85Q/791IqjtMgL+d7Sy1jhcc5pJ1LntJ720gakbDFk2XyKLY4sq/h86xk1vHgSXu856FqE4MSBWefIi6ZFZrUWOrMoigtNS83aTUFeILA3BXgm6uZ9l8zM8wiFOv7mRRb/CPJWeq7/NeQsrPHmXFQhBLuPPUjncAsVheexqnY9+7v87G4fm/OgPpNttpzayLVu7QaOPP/snFyz2SIrChd/8vPUrd3AlmNNbO3pZ0NxPltNGdw7kGyrYJEkfl//yk09Z+aF2lcmge7h793O3tplrDx5gOu+9DE6HtvBvbEFRmXpVc/9EGBOtenlUhdPyhV0ZJsoH0nwzjWlDDd1sWNM0Jljpmw4jmrSuXONxwC6G7YlH/D3bHAZtosbQzw9C/o+srcdqwS/XFGBJifh6dLWLto9GRzP8b4CQAmW+zu5NHwQPThNp1LJRRM7uHhBAVgzeHr/SbZmrGHT5C4ubpjP4HOP0Reto9B8jDxLKxSvIhjcjz9DxjsJXPa/HOj7NrqII0sm6uq+x/DIFkZGnj7DfZD8Vxcyj7dfzFAom2zbGG3BWr79nve/IrDNzhX68h+/zFPBpwxvm0k2sal4E8+0HCIet6OqEUoyTbT120hM1SHJcSTdAZFKYtFk8cOM2E0SoZieLmJR4vg1k6GXxgbQdI1ea1EamLUp7PEpCqMD9Fny8eYXYnG6GGw9SWGknz5rAVkVNTgn+lh69IEU1Mn0OMoo1gbRU+HU6biMTQujWC1GjpyGRLSk2vDGhSIqsknFokaRZl1Ds5TA4hzD7R5mMpjNes8ggfImhEiAJGMyeYjH021DJMlE/dLf4h+IMtD7IvlFa6mYfx6D7UH+8P0niUe7MVlKeOeXLgcwbKq5hJwyF90H78AojCh8H7GIRmjsIcNmcr4LiBKfehyjfYkjl+j0wKzvooquJdIAN2UG4NqiF1GkBJpQuT38LurVflaaXzDCqdO6D6s0gSqnqyY1kURYUhWqk4tvxlM9j5GHvk1UsycBbvk5iIP3JwEPCclTAlODkEgWnghA8pbDkvcyHpGYGOrCtuBSYrlL57Tr+dCHPgQwx3bDDTeQSCS4//77DcirqKigpaXF2Mfy8nLi8Ti9vWmoVRSFYXWYEesI2ZFsMqOZHPccx2w9yPJohH0WK4dsFurDEX49OGwULyQwYSHtfRPOEuSG9yX3e7gb24LLyF1+5WnpELO9byZZ4jvVRTw7NsGW0eAZJzgAWGSJSpuFk9PJ8VpmWeLhJZXo04dP6wX3WjlrwKtA3ivZVDJ9mxgZfZqZKSVez2o0PcTExKFZezpTfvFKIuH1rMJk8s0KzZpYuODHmEzeOQUWp+732xHozsLa21DejIv61J67yB74D7yBOGMZFu4Z/xgnRt3UeFtp9ldTmrcKm0lhy7FBNF2gKhKf21SNw6LQPjLN8lIfK8q9OC0q+/Y2cnT/Aerq6ynLcvDk9/4DXUsgKyprP/FFuvbsoHvfi3M+32y3EwuHQQhk1cT0P3+TWyYSRrfzdR4X9y2p5HBP4FVhEebCm72+nlBjI0c+91+MO8rxTXew4PtfYuKpzXQ/ewC/uwpvoAX3RAfBjHKjz1vR2jqiDRfx7Isyug6yIrHuvfO4/9k22jMVysc0PvrOOjpfPMmz/Qk6c82UDcWo9o/S4ssyAK883I/QTXQ6sunMMVE2HKdyWqPbq/Kbc9OQV9cT40iZ2QAOS1wQNafafqZu+erhSXKmp9ldmmcUVHz1pW30xpfQkWOmYjjKxyy3UVJtYeRocxLgrCfIe8cnaA9MMDB6hPyidVSs/WAyfHrgegPgamv/i5HR5xgd/fNp5zMZPZVomzyHC5ddx/BUgs7BY2eE+mUlHr724B38KfxLkBIgFHJM8xnRjiJmcoGEQqT7oyTC6ZFAZlMMIU8Rj3qY+ZF35LxAbaHOgYNrQSggadywTOa+fcLINfzllaVo8Tj/tHnAsF0YPcizliVokoIiNN4x+DiSJPNo7uUpm843FmsUL1jMv9/zArmhXobsRXx4cSGjW36V9N5JCouu+hz+jgC9R+42JkRMmzzY1ajhjTtTgcP0RBirzYRinluh6nIN43YPMRHMYUlpPZ7yo/iDTxpoKklq6hyJVLHKPbjdy04b7wVzR34BZwS633//SRKRbhRLMQ2XrmawPUjv8ePGDFWA2OQjzACd2XUtZqtgamTGJqN4C8iNDRnw1h8RFFilOQD3SO9aFFsp78z6HTJJj5w/UUim2v2qFarh/PPR+g4T1lyoik7mTf+XXODuqyARS3qwPaUwPmteqyRD/QcZt5UwMdCObf4lRnj+tQoTgNeEvEsuuYQtW7YY+gUXXMDOjp3cHbkbTdJQhMKm6U20KM24peYkwFmtANyemrwggDEyyGbCyOsTwFDe+cSzFxAPDmFfdAX5K5JVtM82NXOgtY1lVZVcWFdzGsB9s6qAr7f2E9cFiiRxQaaLI5NheqPpaS5mSSKR+myTJHHvknLWeTPYF5zmdwcO84Fli1/xZff15qf9pZBXU/3vNLd8C12PJUOnZZ8hOHGQsbFtzM7HSySmZlXYnyoSXu9qzOYshoc3z2qDcgeqYn1bwdtZWHsbyptxUZ9+6INc2PQYkgBdhgOLMgAJTzDOmMvKtzq/SPN4BQv1E6yWm9it13FA1LyubedFBg2PxqA1j7zIIO8YTIapdEnmQMYSysLdZMdGjQdXZ14Fj17+ATRFASSELJOVgMnj4+g2BUsgzoPvaaCh1Pua3j44M8AZrTtMJpwXXsDkE0+mnyaKApo2B+Aq3nM+kznz6WuboGRlOWWXrmCwPcgff7gfXRPIisSqc+3s3h4wKvtW6k8xUn2S9u6bEZqCpGisqW8hZ/31/OLuI3RkqZSPJli03MQX7TYD3r4TCPF8XGFznsUAOFtcJ2xW0gclBI6ITsgiI1Lwdu1Lk1QPJOjLVOjMUSkbjrM00MKYVpYqsNBYm/MHKnJ6GZweZDDDS/5kgIo1HyKYn8+Brn9HFwlkyYRsW0ds+rmZqG+yPcdMFapIet9OTF3FC+2Z5DiGODleTddkBQldINu6UO3tJEIV6OFSrDlbUH3b0g9v3UR8ch5Cc6FNLOHm8y4i0zvGlx8cACGDpLFy2W76Ey8xHnCTCFWg2ttxZYwyNZFNPFSOxdHF9y76JBeWXchv/vwUTze1c3FdBVeW1fDT7/2UbjWH4vgQV19yHr1NR3i5bYQ+awGFkX7yo0MADFhy6bMWUBQd5KJ1S+kc1ejp6WfR0mVc9/F3E+2a4MH/vYfWUDeVthIyPNk0t96XAjqZsqLL8GvdBP2t6QKHaAws5jkAJ4en0O2uOZ5Ul2uERYufRUpNko8nfJhNo6lJH+ByzKO8/J9oH5PpGNhDReE6VtWuP+P9/VpAl1fhZrA9yGM/bkTTdBRF5px3VbLj/h0kot0o5mLq1tQz2jPFcGfzHKCLTj2SzM2SFKzu6wj4oHzkUUrtYbpCVrbmzyd/LM5SuZBCcxN9sToSkf28q+DJJNChss1/GeX2PiotL8/J35udThnz1GGp28Rgex+TAyPI1Rup/OC/wtZvwwv/yxm9NJIMa2+GVZ8Ef+drNvN9PZWmZ9J/eP8PGTIPkRvL5V/e9y80BZv40stfQpM0ZCGTTz5Z0XYD3g6brfzzWIQbpoZQSANbGt4kGk0raPOcx+RID6X00i2VUHfRh6ioqGD/4DCHu3poqK7iwrqaMwLdp7bvIds/ypAnC1teHq2hdC6aBJTbzHSFY+gIzLLMI0sqWeFx/tVmob4eyDuTfmbI+4CRf+d21xMI7CVdNOVJzVLWXmFPZPLyrsbrWYmmR4hGBsjKumBORew/AtSdhbW3obwZF3Xg3uvJb3nC0JOPj7QM5jjQHbXkdBxEQSeOyq8Kv8+OjglWSU3sEXVk160jqgmCJ180gC6QVU/HyLSRo3LJwmTj3YP7DlIQ6affWsCCZUuwjnVTtOe3KCIZEomodgKZXqPSdMSVw9bzLkczJfO/JE3gORKg1mLhSF8QXReYFJlb3r8Mn8PE7o7xV4U3OD18OhveSn59G8HNmwnc/8CZQ7iyjO/DH8Lzzncy0OKne28nJSvLKLt0BZ2bX56jH7vvBjqUQUKjtdizT+LU2sm624PfmstYQSWZQ500fO2b7AjF2NrrZ1ORl4vXrOLpHS/x0YgNTZZQdMEdB75P2JLBZxZ+ypgy4EnE8JvMczw4loROTEnOQ5UFXHB4EtcUjGWolA8nKBpLhqt6DaCLcWn4T1Ra9nDC5WPY7SJvchzVrTJV1YYiaWhC4Q8nbyLXdYj1RS8aADf7YasLmZfHrqXPv5rWYC/VnmbagjX8+zvfQ9/0cf77wBdS3jaZfFsZA5E248G9oeBK/m31p3jwyA7+3LGLC8rP4Ytr3p/saP/Mx4hrcWRJJt+ZT89kz5xLoUgKutARCFRJ5QsNX8A5KXOo42Vjpump4fmNH7qJjoP7aH159yveH96CQjw5+XQdbkwmqasq7/jE13jh4T0GvF1UuJyhoQ62Dj6ALjRkSeGq93yR7d2jDDU+iLA7UEJT6LKJWFGZkQ9n6e9EZLixFOq4PUMEA7mAxKLFzyLLGkJIaLoJkxozbj9NKMiZv2DTkgvZur+Jg8ebWTq/hgtXzH9dLyxwZoB7NaCrWJbNiZcaDXgrqKkjFklwPNDOlNKHUyskK5LLC9V+Vh14FpNcQFzvp70gk/Ujxw2P3LiSR646zdXZmw2P3InQChY4dhrh1EktC7viR5XSfQSnPPW46s6lZ/tTTMS9WJUwlavrk9MhToO31M2omOGDj0HpOX+1aQyvVWkKpOENmbW5a4l3v8RPBzuNOafbLJlcHBmdM7cY0iFODZn7uZo2yiii3yiyGDaXEYslQUySJEpKSjCbzbS2tiKEQJJlqlas5L6RSRzhaQY92dTPq2HvdIzQ8BAFwVH63VlMerNY5LLS09NLXmCUEW8Wv1qf9JL9LWehvhGvnRCCxoM3pIBOwelcwOTkwVlbPT3karUWYbXkE5w4gBA6kmRi8aJfYTJlvCXh7SysvQ3lTbmo7dvRf/cu0OMgKeiZpSij7em2ApKEfIZTP7u6a6pgDQmLB1f75lTKtcLuZT/k1n1+lokm9ksL+NePfRCAH9x+Nw3i2BzbzIzLIWcRH1lTztCDP0YWGiDhzCtgS+l89iw9z/BOLGw9gas1yFhEJzs2ZnjuZkSVJX7+vnouXZT/1/G+bdzI5JYtr5h/h6qS/9//jbmkmNC+/cZ2hl5+gGNjX0OkXrElSUXM7oquQeEzi8hfspH4iX3YG5Zid43Dvt/wtLqerRnr2DSxg4sX5MPi9/L0g79gq+scNk3uIvPqf+JdfSpxkZyveGNRNjuHJzgajb5iO5N5CQ3HpE6jx2SEU699cZLqwQR9mSqdOQolwwkGJ8MkyrsoymuneaiC3kEHNZ5Wrm94ADUFcAeHF7A87+Ap8JZ8HAkhkCSVhmX34fE08Pv9d9I59DRluRfjN2v87MDPEaf8wEqpR5hZMXP7Rbcb/bJmcuIAo6BBkRRuXHgj+4b2sX9o/xkviYzMxWUXs65oHYHBAZq7j7C+5oIzAlztuedxbPtzxnny5OUzHfATj6T7YKlmM1o8nqw6VFQu/PhnyAsWceyZP9MzfZJiRy2VGUvxSxKPjLUzpfXgVIpxeSzEh/+IsDuQQ1MIpQanqYOxnDID4JQJP/biNLxNTPioqdlLbl6bcSljcTPH+5ZimrZis03gD+Zz0nI5xwYmyGaCMcnNd27YwPqabA50n54yEO2aINoexFLhxlKacZoOMLCrn8DhUTyLs5ByHWz/aSNeCfwC1n++HmCO7ZxPLOLZk8M8P9LOOYOTvJTvotWW4KY/P02epYDBaB/teevJH01QqTxPpStC26SFSU3hXYV/RCaBjsrvBz9EiX2UVRl/NAAuJuxY5JBx+wokBmxrEcFuJuKZmJUwVe/9JzjyEKL9+fQLpmqBwhWInj3JEV+zkv7fLJkNbxctvIiXD+/klp0fZWlkmn1WGxJw29CQAW+PZV/Mpco0GQM75oDbpDkfR2zIKLJ42H4DzSGP8TkOh4NEIkE0euq827kiyTK6np41G8otZFSSKR7qRRICIcnsW7CCMVkha8LPiC+bX61fxXK3401taPx65C8FuqVL7mJ07Dm6u+9gxtVgt1cQj/vn5IbOFYWiohvIytyApkeYnm7B5139dwO41/Nc37JlC5///OfRNI2PfexjfPnLX57zdyEEn//853nqqaew2+3cddddLFv29zme08vAzspfRyrWc7P3IzRNytS5dH569bXc+9ubeYY6LqKJ6z/4I/o77+L57Yd4VprPReIYl9tOsjlcw9PSQi4WR7lu7CBKPMoDatr23sbPM2CuY4u0kKvFAzS8+CI4c7nKfIBnpPlcKR6iQSyHsjXUFu2jM+yk1raPD19zIx/vfICusJtSW5Bf33wr1kcfZb8/hPBr6D4LTeXVrBt5hsziKdr1csrlVta3tHKiWqVbL6FI7uFT9woqsx04zM/Toxfx9NFe/vOqL9BQ6uWaX3yDTq2QMqWPRz/7Da5/6bGk/tJjPFpfj72+nn+/8QraRAmVUjd3n/dOvpqjctRWzcJwC7+o38TEU0/xHZ/GPvdClgeP8rmvfIWfv3cT+9wLaXjsdr7Ttomcd1zLl366l+NKDfO1Zn79ua9yYNf7uW1/HUeoYxFNfNz7FD9sL+NQ9hqWHDnB9zsewrNhKY8M5XIwrDCu53LxkvdB8Uru1R+mKSQzoOdyd80KVv/pa7QpJVRq3Xxz47fZlzPNv93/f/gjLrzWSUrWvIOunX8iEHbgsU0zsuB8WhSN+iNbGNK95Mp+Hlx/CZImaDi0mUEtk0nfGOMLLsA3cICTAxXkiTEuLi5hfaiduw5fQ4+lmOJoD0WJCbZZ1nMgUM8yTyOFo0EW5R3naW01+/31LPc1Ijd+ALdnBY0dCvsD59IQ2sHVyy/m3MFL6LLUUho9yXXvvYhHmh+BA246LTWURZv5txf+jQ8t+BB7Hj1Ks72Ko9MP8ZOvfYe1XRdxwlHJvOk2PnvDZzk4fJC7b3+EJnsFdaF2EqsmUHa7OeGoYN50O89Ij7O5czMX9L6DE45lTLXv4/f+LazOX037vEU0O8qome7kuvMv5qlAgBZbKdXhLt73rvcA8D+/f9CwLR3s52BegaE/fetPAehaupwWWwPV4S7eoRylQCtjPKOdVlspVeF2rg2ez221tbTaSqkJd7E2ejH60Au02mM0W4uojfSxdGSSQ4la/jy5krrEAJW9bYS1Mp4bWcUhKllKB+dlN7LS18/miY0cnCpjqdLJuZFtZHq8HDXlszbewd13SvxSyaDEc5jjplw69g3RmHchS+1WtnccZrtZsH6/xEdqG/jNyf2G/vGVyaT0+/buTNpekrixqp7e4mHuNQvWxyTsPcnKxdk2z0iIS1AJTEzztEdifXCa62MVnFi4gT+ZBetjNSR8pXgWWmgaNHNrar01fg8P2StIcBKVWrLci5nWmkhIjyOjo0syfx79LCW24yxwPpFq6isojOwACwhLFwKJk/fdRcBUzy5nLi55ioDwcL02gLfrCD+3vAevFGBcZPCZh7/CLdEafNIE4yKDL37pFpAk/vd7n8YnBRkXbv71K7/iB9/91BwdeF22Q48/SoUU5NCxcS5aeBErFp/Lgic34JKCLAm7UeeVcst4L17Zj1/38lvHdp4Ix6g334BH9hPQvVyfN0DW2DF+wvWG7TM8zS/M5xvrvee9HwXgwXu+Z9jKajbQ2bzN0PNKVhOPxxkb2G/YrH4zzngcp2nEsK06ugeneTSp93v5XfNBHnc4cPmP4JX97NnhZf2FH6Kqqoo7fvV1Y70vfvUX/O93PjtHB06zvZ5lzmT79S2/SenH+OJXk7Ax1/YL9u/caKyzccMKZFnhsYfS5/fjn/nIKet5WX/hINufzTN0Vt9Fb+9dNO6+NGU7zoVX3E5m5loe+O3O1zyWv6VomsZnPvMZnn32WYqKilixYgVXXXUV8+fPN5bZvHkzLS0ttLS0sGfPHj71qU+xZ8+ev/m+wlnPGvDmeNbe/6tvs7NrEUZWheqHhBeju7s52aVfxLIMm6yOoyd8hq6YhwHQYjmGTVXHSCQyDd1m7k82LY0VGDa7uR8BhGfZTl3PbE4OXo/F8jACCPYEumJDmkx7qSRLHBFNt8qQ7UmviB6yvqrt9az311rmb73e61lGsSff0rWQZdZ6CUQ0/X6k2pKhmETYnLZZdBJR2dCtVg1JEoTD6fUcjihIOtNTNsNmtsWJhdP75Eh9/vSszz+TzWJJEJ21T057cp+mQua/aJkzrmdNEI3MXi+eWsb0Fy3jsifvx8mQ+orrvdFl/tbr/a23LRDUhDuMNIqTtjKWiFZ+o38fEwniqDwpreQa8RJKyvsmpNSv1kwlMxJ7pHkEcXKBOICChobCVmkpm8RBQ39EOg+Aa8ULf9Eyb3S9f9RtvxX36e91vDI6MUzcYnnPXx3YXuu5vmvXLr7xjW/w9NPJKv7vfve7AHzlK18xlvnEJz7Bhg0beN/73gdAbW0t27ZtIz8//6+6r69HzsIaUFdXx69+9au/6jY/u/dlpsbrMArF5QjoVkOX1CAAIuH+C5cJg24jDXgBAPSEx7Apqh8JSMyGQzmE0O2k4S3pyk7MgkNVHSehZCCipnS4VpWQEiKtW5MJ+VJEe3Xb61nvr7XM33q9f9RtvxX36R9122/FffoLtt0QbeIcuYldeh1Ckbhf+bYBbx+V/pVreJF3ie1GON4vubATxvoqQ9jPyll5I5IQMr+1XUbl6o//Vbf7oQ99iOzsbEO/6aabuOmmmwz9kUceYcuWLdx+++0A3HPPPezZs4df/CINjVdccQVf/vKXWbt2LQDnn38+3/ve91i+fPlfdV9fj5wNg5LMWfhrD+YtPvYsJ/wayUo8nQzfcSbGloCQkSSdqtxDmLFxvH8ZQshI6BS7O+jx1yBQkNDYmNmPLHS2DrvQSQ7hPtcaZG/IThwwIfF++xSK0Lln0mvYbjRPYhcJbkn4DNt1cpSHdYeh36zGkITEjxKSYftnGXpsGvfETQgdkOHcDMGuAIZ+oyWOhMSdMcmwfdycHEX+61h6ufUuEy8EY4b+OZMJkPhFLGzYLnDZeC4YMvR/NiU9RT+OTf1Fy7zR9T5vMiHQ+XlMM2wbXWa2BaOG/mlVA13wK1madWwKLwQThv4JdQohC34dsxu2j9kCgOCOWIZhW+eCF4OzzqVtGB3B3bEsw7Y6I8qegNnQbwoewDylc0t2vWH7aHAvYavM/XLatsLVz75gvqFfY34RWYE/xM4xbO+2vYRA4pHYqvR6vk72jZYa+jvMyeadj8WWvOIyV5iTRQRPxlYYtqssu0CWeHyWbbmvk/2z1rvKuguAx2MrX3GZK2x70GSFLbH0sV3sPAASPDNrn5ZlddI4nF7vAs8hAJ4bXjhrmW4ah4sN/XzPEQC2Ds+fY5OA52bZTt32xRn7UXWNp2IN6f107iYiQjwXW2/YFvmOcXQ0vZ0LHFuT+/QXLnOBYysk5toWeE5wfLzW0C8kud6f5VdeZkPqeLfPOrZLHS8DsCW2jANaDciwOKuH9498ldU0sZs6cjxTtGuFRMPmZBNqVH5tvRIJ+Fz4EQPq7rRdyo3hzYb+S+s1AHw68uirLPOO1DJ/fFXbnbbLuDH8VHoZy43JZaJ3zlrmcm4MPzlrmetSyzz8qrbTt/3Glnn960l8OvrQLNu7U+s99CrrvbFl3orbfj3r+XXvX/0ZnJ2d/aqetTP5qaRT8pJfzzJ/KzkLa2+SXOjy8E8ig0YS1AuVeaPrOAEcRKNeKCzsS/YyOkqCRjTqUVjoXz1XH0p23X/XbFvIO3eZieSMvOVzlkmOrqqZbUtksHa2HqlFR1CCxkE0lqJQE3MhYoJcB2w366yPyVw6Dptn6WuDyXTTzFm2lcFkWrvbKRm288YFK51mQ184GUdWZL5oc7LdrHNeTGZNEJbanLyQ0heiEpHgX2bZlk7Lc5bxyArH3TL/LBy8YBKcF5doyrOgKzo399rZYYJ1cejLsnNzHEPfMs+BLsHNx3V2mATr4hJPzk8mgN98bMKwdfoUbo4rhn7M40cRGjcHswyb3xqkIe429CPFQWJWhZtb7IZtX8UEJgluPpG2jeROsCKeYeiNlX4E0pxlJrSTrOwbYWfJEtZ0HmLt8ac5Xl3JZ2PT7CxZwrndhzk2z0lTUSXn9PcSSPjwqOMcmlfBxs7DDAofedI4W6svQ5IVNp580bA9WXMVQpPY2LbdsO0pW89GJa3vzT2fSS3BptHdDAgf+dI4L/pWslHZw6DIJE8aY586D4cWYqPjhLHeE2UXEMlwccnh5wzbjnnnsvHEzvQ+Lb2GhICNh9LLbFl8PpcceY5B3UeePM4fFl0NMMf2+KLL5tqkcZ5dvJ4LD6f3+2DDRVhVCxv3bDZsh5dexMaDzxj6ZNlFlPg1NklbGRCZ5Etj5A0nk6s35e41bD7v+Xil5wz96vM/yoG+Jq48vJ02UymV8S6eGlnGgoljnF+xnW61lJJEFwv2HCd3+YihLxywkbtkMZK2jU5zOWWxDjblnsPW6PN0WCopD7fx6ZI1DI12oExupc1dTWWwhXn7ktMTlFrNsC3af5yi6j5Df2ffC5RlTCE70suc1zHIn6s1upRsSrVRaobGcFusODwHaLEUUR3tJXc6WRl62Sxb/oRg0C3zrOUcamN9XGtaTIF0Hr+0yXjwE8DL9YH3IiT4pTttu9r2fn6Jy9Dfff4XKF5RzQ++q6Rzz7585py1//2OFa88jl/PYWP95+lp8vNLkYNH7iKgl2LtPJ9flhQZ+rKSD1DVkMsvH1XxyN0E9BIuOX8NtzzrTOdPXTRAJDLILS+8x7DVr96MJJm5ZVfatv6CIW555j2n5WLdcouctn3qI9xyi+sMuWDyq9u+/Ep5ZdKr217Pem/Bbb/n6m9yy6Pp85Q1+V6m/TFuKUkvUyp/mJL5Xm45mrZ94N3f5pYHTj+/f0spKiqipyddCd/b20tBQcFfvMzfSs6GQXlzctYeve0OGtqrSfrMdIZNfnLi3pR/TOeAowkdneXTCwxbl3mA0lg+cmrU9/MZexGSYFNwFUrKtsd5mOXTC1CEjCbp/CTvXoSkc/PADShCJiFpfDf/LoQk+Gr/jahCISFp3J75JB8buxwlpX8p93eAwveH3mcs8++5j2NWTPxH/yWG7a6svXx4dKWhb1nZiVvL5px9GahIJBAcWJEgOBxmY5fLsD2mdnJ1oszQ75ObMcU8XKfmGLanlQAXax5Df2lemKhrjE37CozP21zWxKWddYb+xMoTHHbL9PiX0OCX2O8VeF070PQYk9PnG7aY+UlssctZ6pc46IWo+gjxUCE281qWBXQOeGTMgweRdBORggU0BHT2e2R6lUmK9Awa/Br7vQodliARVaVu2mHYjrphYZBZerLx6sKgYtiOuRPIQF1QnWUTLAhKhn7CoyFJcOmRPt5xshcx3ETpkW3MZKxpksTvLr2aBy+8ivK+bpa2NHGwuo62ohIkARGL1ajkdcY1pkzpea0FExq6gEF32pYT0JAQDHlUw2aO6cTM6ZmuUkIgZJINVP+iN8jkbE8xa3CnVZKIzNKL4jHi0TBDTrdh80SjBCzp3nerphPM02z8zhlDl5Ojwz4vfopJnuRHfIUECioa7wse4z7XEqMNy83tMom4xs9qlFecfvHB7ZNURiRaLSLZYmUkwUW12VQszebHjx7jeJbC/FGN6iqN37QMo3oEsYDERNhJfriPKwefQGFmjkTyWzvTMkIADl85ofEudHRkJJasu4SEHOPYC1uTlbyAYjajxebOkkweenpLpY4gBbYAe8ZK0IWELAlq86McH7AzUyKcs6iWuLeYvs5u1NAkCXsGut1p/B0hkCUJu9OJfUImX/cyIPtx1+ZSnF9Ez7YTFCcyEZKgOCMfk183KocBJLOMHtONY3OdW4B1USYjdxyFhABVIufjixkeHsJ/dBDvwjyKV1QDp7cz6Wkap61xGLNVJRHXGWgNMNozNeccWOwq0VAqxCpB2RKJriNRhK4gyRpLr9mLNbOV/pZBQiM12LNPYstqn7MNszkHk8nD9HRLaq9lyko/QWbmRhoPfvC0XmRvdLD6tm3b/upeoLeqzL6W7mwbzS8PsfP3rejambHBm++goNpN084BhC5QFJmrb64/Y1ubN1te67meSCSoqanhueeeo7CwkBUrVnDfffexYMECY5knn3ySX/ziFzz11FPs2bOHf/qnf2Lv3r1v+r6fSc7CGm8OrD301PMs26GnocfTwYcD5Yb+JWs3cT3Bj2MVhu0W+2E+E1ps6F927kKxjPLtsSsN21fzf4swBVgcquGwvZk+kwVJUSiIhNI2uwlN0ymJaobtuGmU+fEsQ2+3TWFRBYWTrrTNOYhAo3Kq0LCdsHcwL1Q+Rwdel+3NXCZuriJurcMUacIUa8Ukm8gcL8Eq6ohITWQF27h6bzlHKutY0tpE1ngLo95q/vXzXyOuqJi0BF+/7duELPDDD6VtV2y7myc2fNDQP3D495jWb+K2CS9CUpFEggsswzwTywFJBZHgP/IlzKrMv/dohu1Hlckk/i+2RxEpHH23J8BDAY+h/9g6jvc391P04svGQ3HI48M7NYmiayQUleN1S2grq+a2Cy5GUxQUTePTz+3DYqnjx+vcp4CJIz2663k/uohy76Y8w3bJ1hN0mhVOrK02bJ5jfsYWehCShCQE5x5oodzh4He1BcZDf/XJfvbW5qPLMrKu456exp+Rkb7ZhaCmL8aaE1Hu3ug0AGrT4SG2Ls5Gl2RkoXPlwZ0ouoU/LmswbJuO9vP8wkJjnQ/v6mVp3h8ZqRikSVpAnThG4aDK1OASAosPcUKexzz9BJZtV9FKbaqvXYLKCKgmmZOKbthWeBycnJqmP8dEwUiCD9+wCEmSuPuHf2Iq1o3HXMJV7zqP59tG+VPjc5RPt9PqqCCkOLh0eLPRfDUu2zDr4TntIGTFjM3uIDTpn9Pj68ySBjGXRTAZlQx9vm8UxWXncHcatLxVBSTc+QyNTM4BMTk0ldJdyE4XpniCsJwGbaP7b0ouWryEYs889GeHkUn2CZScKtK0ZiwnANmuoIfSeW0ZG4qw1mUyevsRREJHUmWyPrbojK1JZj+Ac0pdtO4b5rm7j6NrAkmSMNtmQRigqBJmu0Z4YuYcaJSuaCOjoI2jT5xvwFnJ+uQIu9BIbQrMOlFVF4lEMLUlCY9nNcHgfoRIvMKsTpMxteKv2cj17QprM9cytywDs02l/eAIB57uRuivjAjZpS7G+qYQmkBR/35gdiZ5Pc/1p556ii984QtomsZHPvIRvva1r3HrrbcC8MlPfhIhBJ/97GfZsmULdrudO++88++SrwZnYQ14c2Dtm08c5+W9e1mmRjmQsNAhMimXRlmmxjiQMGPRJrCKMBNqLvVqjMaEiSLRy4BUwBI1weGEyteWhWn1enjk2B9YHK7ksK2NsrzlbA7+PtUMVeWLi37E/u5xng9+y7CFuj8GgL3kdsNWKb+fNv0+Q/96w0+pzXNx45aPktATqLLKnZfcAcBHn/5YapC4iZuXfZ6fNv6UuJYcLP71c77O4ZHDPNL8CAKBjMyVlVcyOTXJ1sGthpuhwFzAQHwAkfK4XFJ2CeGpGNtGnkstI1FiLqM71pnsRisk1jk24QkU8KR6P3pqFM2S/o0cKngeXdKQhcKmlhuQUeiy3UFdj8aJIpmrBleR2Xqcwj4/igYi9cxSZz2QQmaVLreHeIaXw9XzWdh6nK1ZBeiyzAXDvRytStr+nFNEyOdG8poR/hi71WRiqdvbjsjWsAxpZPZCrruJtrISqjq7iY7kYRIJ5JxRw+YbtGAiwVCeRmvKVt0ZRFUdlI8EyRkbIHsiaNwvEsmqO3/ecnbX1GMJtRE2e1DDHQg9SF9ucaqhcSelwRJU2wp6M00GmFSMh2jz2ujKNVE6HMcRHqJFqOTaM+nJUSkeTvBSNITfomOzmrH4rETHIxSOjnA010s804ZpLMx7uwMUkcuBzAlO5JqYNxQnT83kznUOdDmFJJJEZkhn3ColKwd1+OcWnaqIxIuBQdrzE+QHh8gO9zHo8tLvyaIgMMoqpYDyigoeaNlJv8dHQWCcq4uy6fDdywm5ljqOUyMlQ4AGe+gyub5Pk+35CE//9mEsvhNEx+ex/IJLefGhFqPZ7NU31wOw+4d3IMd70E3FrHzPu9n96HZawl1UW0tZsLCOzS0HiHX+KeUVk2i1l+OL+clM+Odci9cSs9mC1QwTUzO9uQReu44/JDPzJSjPDKE5nXR1pw9Iys1BDA0beqik9hQQc2L2eDFb7XMGqZeVldHT1YWu68hCsGHr8yDBgfWXEZUFITlGsexiYaSSEWmCPN1LnuyBWU3qBWDKsSM7TcTag8bBOlbmETow/JpgBtB6eC+dxzoorikjESrihftPouvJY5HlZAu22Z+oWqdJROwk60s1shY+hiPnJN3b/2UWmP0YV94wk4NZKThrJrfCzeTkEWMcUv3Se5Ak6Yzd+t+oh+yNyj8irJ0JnrqOjtFxaASL3cTkWJjW/cOv2PISoHShj+L5mex6tA39lO/d3xvMziRvt6a4Z3PW3iS53NXCfbEMjsdUTCT4D/UOvhn/oKHfm/8M5C3m+kY3x1K2/9xoht2/Ynesiq+ZWmlo+DENxSvpCib4c08jFxRdRW3xRfzxcS+SLTl66BsnpwELsu1jxjiiS6pWcfmifL74uIxubkWOVfEfH3gPrcFVPNO+k4sqzuU9i9cBcOcld8wZGg5wx8W3z7Etyl40Ry/LKOPxtseJ63FMsom1rrVsfXkriidVmC0UNrg38Af/H4xl3l/3fgB2Pf1i0qaY+HDDDXxv7/cM/ab1HyZvqhzzbdn0Opspmqrhussv4unbEjgnG4mbyqjKjmDb/2cyg/HUQ1UHXprzgBUCplUL9pkB1hLcV3UJ+/OrqZ/YRlX38zR6SgnaM/Ga4vSFAhR3P0uf00G+8OHp6UHqSf5qLTO1IidiSB2njGYZhcVtgykl9e8kLGobRAAJxYIuq9QchXfsPUpEDpPvHyNr0m94MMY9tYzn1FPR+nskXUPICm3ZdUjB54mho8RBkj247OfB0E4Kh3oBBU/Oajrz4uT2QP5YHB14wSVoGE9QMJ5ABx5yuhhXdXyRaYo7FF5SNGpQKQioPOSMok1FUYBrbAUs7B6gu7efEt3OFResoHi+l4EHjxNGweQWPLXChS40w4NzrtXKL0vz+cVvD9OeqVAxpvHeD8xn/+E9OAN7WTyYPMD8rBIY7SVvwg/I1F92EUtX1WF7oZ/m1gMULbFhdd5BbaidWo4D4POdR2HBezl67GaEHkdWTJRUrsftdrO83EbfYYXCxTYWrCuEtm30HjyMr7iS0EGNrpd30Ta6F4GORCsnbzuMEh9FAdrZSUdqxvrMgDEJQU0oGUqbHc4Uxt+T/69wjFGeEeD5wUoDImvyA4ziJTg949WSGcwoxhzuM/SjzoYkiJVMooamSNidWD1uIhZPSncwf2E1xbVLefaZp4nbnSiKzPU3fAiAp37zKDnxDIZNEzRMh5i/+yQULccSGCJzzQfo92YTCB9GSCAJiSXhGvKEh0IyATAXZ2CpcDP5Qi9oAlmV8b4rGaoc+fUhhCaQFAn7slxETYDJk524asswl7iIxydoG3mJ7p5efLoFU7eTrsNT9B3NB5HFye1TwMn0mRICs7cVR/YJxk9egtBlJEUja+GfGGq81gCz/EorBTWXgPRTQsNVOHLbWXPBd5Igpt+ALasrNQfzf4DTQWxZ/T2n2U4FMrd72Vuqk/7fQ2bgLKvYxXQgyvb7Tia9nTJ4cu1M+aPEI7N+02Zu9pRUr8ylfHEWW3/bZLwQLb+snLwKN7llGafB2VsJ0t6uctazxptE4M98nf0vbma3XsdquYmGinz2d42yO17DalMrDR/5MRSvZP/LL7H7aDOrF9bQsGLNHL20bjmPHujje1tOkHgFV/TaqiwuqMvhfzafIK7pmFSZez+2+nXP+HzDh3f0Gba2bMU94SbaEcXhcNCr9zJsGTbm/Y1Zxk4Dwdnd85fmLOXBwzvmAKSuC5740jdR925Hd/rwBMbxjQ/M+ew5YAZMWuwMe7yUD/elnHQSL1aWoxIlcyrMmNNG0GHltUQAkmpGJGLpkFBRBbJJJdDRnPJ+gbW0jnD3SSSho0sKSz/0eWTVxMG7foeqFqJpfioufQeRZ7ezZM+DSEI3PGcSIvV/mc7yyxkquwR1bC/u8cOMZ+QRMPeii5CxT0XudbR66rGPD0G8F0xFPOrJolvVKUjIFCdkehSNQZMgLy5RrCn0KBrVJoWRqEaTOX3fXGK1c92SQh54oZNmRWOervK5d87ngUdO0CUlKBUqn/n8cnp8Ctc0tpKYPf9qlnywIJPv1xZzcE8TRw4eQ7Fp9Ax0Eg6H09dIkti0aRMucxYnjrYwb2E1S1bOo7//AQZe/gqeQBS/x8S014fWEiXaZcVaGqfh2t/ittfx5G9u5fixHioLbCysKKbrQDOHO1sNT61VsRHRQq8YghSp8y2TbmUxO4w5I1GPHZ9bMN0dmeX9ykQMjRl6uKQGze6aE4bU7c5kU9npNIi5fB4mxwOooSk0u4MVKxZTvWwd9993r/HAu+TSy9iy+SlD/9CHb0zOy3y5xcj9KlpWSejoKOMPnEhN/BHooXFke6ZRiTYmTfKk+QAxEiAlndOrfAtZOJJrQFjmR+uQC2H86MuEWgcwlVmxlGYwMXmUkSPbsY3VEPI1oxYqjHTFCI3UYMtuRlbjBDtW4W+9IPmmc9o3LnkHO/ObmR6qSIKYorHkmj2UzKvi8O77mB6qwJHbztJzPsDBXb8z9LUX/vcrhiX/UWZO/j09a6d6yBIxjfZDI/QcH8fqNCEhMdw1QV9LYO6NPksysqxYnWaGO5OeW0mCurUFNO8enOOpfquEM9+ovN08a2dhjTfponbvgbuvBi2WnK33oT8l7afM1ZsBqqXFHlqHp/jvJ46T0MWpLzpA8idyVYWPxu4Aib8hmJ0qXV1d/Pa3vzVGryxdupTLLruMoaGhOSNVtr6wlyMv72fRigY2nZc83h133od/659xrNvIeP0GDvzP/3Bu/2FCqg27BNnBYTJSY19mP1wNb5TDypjDRuVIIDXiRWJPZQEBhxX3dISsqTCjThsTTge6SOfhRC02TKoXebrfsKmWZchqMbHpJ0nGixTKl72TrkOPomsJZFXlvf/5HQAe/O+fIcn5CH2Ad//759i2vYeBY+NkFmYyr7qCjuNDJI4cxxc4CZKCO9hO5vjRWccgMZq/Ct/QfsOLllj/OaILi3nxhV8xE68yyXbieiSZxi4ptNW+m+fibrJiKTBTdRJeE+VZDvZ0pMe+fBgz9xNLtmERsEFSefp19MTKd1sYDEaT51iGefV5NHllIkpqz4VAFrOmBArBRyQbtRNddBzak4InyMwrpLiihkO7tyN0HVmWueZd1zLQto3Glm6W+AapsB/ANj5IU+sajoQKWWDrpdDSybPtRcbsXK/FTDChoGnh0yBs9n0Qk0yYRTx9fWULsp7ANCvuF3O6MU9PGNA1WVSG7HYjTYZTgJWELmBOGFJyuhBTaQgrrijFrCq09A5BqmRo3dIaqpadx92/vesvArHiFdW0vvgM0yc7cZSVUVy5isjJcSa39yL0JIie+uUXQiDkCJKwICFzUullp+kkigqJuGSkI6ya14XD0ot9vJaQ7wQRT9srXvfwaAWhkVqsma0kpkoY2H8tyfltcPo3T6dw4ShVy4t44Z4pw0u27oNTdPfc+Zog9o8CYa9X3ixYOxWMdE2n88gY3cfHcHqshCajHN3en8whk8BsU4iF5nr8JQXMVpXodPq7XzzfS39zMDmPd1bocvbM2rdyOPONyllYexvKm3VRoy/vJnq0HcvCCiwrVqeBqtxHToaVh/b18MttbWiv4DXbWJvNpnk5fPvJpjleM+BvBmYA/c1N9Bw7QvGCRUguD/fddx+9g34S0xFMDhvvuPJCVi1fztatL3LywAGKy0uZmpwi9tSDBjwNlC+moKeLc04eT3q/gKgiY9X0OY+GuCJj0tJVaINuBzkTIQPMjq9qQC3Kw994gMzpCGMOK77pCDkJwZ58L3pq5mpuQQb9Q5Mz6XDkfPQilqnn8syt32IGzFZd+89MjHpo23/YGKwtqwXoiRGEiCBJNnwFxQhJIjA0bTy7JFk6ZcaxTl7/Lua1PGB40RKqHT13EcrAfiRdT8LZOZ9Cxkp4+ASWnBrMlxSz/YnfEooEjePvzjmXvUouhZF++qwFRD1FFDh0TozraAJUSeLfyguwdE5zbHqaCbPgQsnECknlMBoHSbAIFa3ai/2cPD577wESukCVJT5+XjlNA5NsOzlisIDPYWLEIqGVOtHdJrCoENPAlE5cV5oC5AXGKTeNY4tEKdAC2KSEAThxu4t9plqOaAXMi3ZQGemizVrKCUs5ReFeykKdTCt2kGTyIwOUh7pS6e6n+2ymFTtR2YIvng4Xd9uKMJsU8ia7DfCKuTMxB9Per1BRFbrTfbr3axaEmXyZuDM8DA8PG5+5aNEiSktL50DWmaAL4Pn7b6dIstErwmx838coLi5Og1dtGVVrL0rr5WWULDiXcOsIk0/2IPTU6fRGYNwCSHOqL2c8hgJBxHmCac9JfP2XI+kyQk4wVHsvevMVvCx3MqpM4nMGqFn0HNpwNVMjVTizW3GVdhFPBFJblPB51yIrFnpOdKQqKFsoq92Av30Fh58RyR6Qp10FnZJFFsqWmthxX8AAs4s+4aNq8UojZ61sQTlVi1f+3UHsTJ6f12P7f1lmx5YDrLtk2eteT+iC/tYAvSf8ZJe48ObZiUc1BtsnGGwP4nCbiYTinNw9ZICY1a4SmX71l62cUhdmu0rvCT+knOArr6ygaJ73dYHYP7LX7PXI2w3WzuasvUkSaQsw8mgCoRdDa4Imfyu3PN/KYqHwH7RyjFPeiID1tdnsahszvGaf3VRNQ6mX+QXuOXDW39zE8sAR8qOLgCSszQaqgpq6M9pebZmi+YvIKa8gHonQ13SM7uOH8eUXEQ1P89JD9yF0DUmSiNkziAuZwlDyB4Ix2HtLIy8DnukIZVMhpi1mXNE4tYPjSEAtIFr7jJYUMzJb14Gh8lKkFeeQ/fCDBpxpGy/i5eP78E5M489wsHbDRsbvvY8uj4WAw4osBCvmLabq+hvgU59gzKriDkf46dIuAuUW8sasDGfFeW+enUWLljMx+mXaDnRTuayENdetZqAtQNfRUXS1AEkCu8fMlD+LZPBHIjAcNq6P0RIhNoFzagSf/wSyHifffxzLVN8sz49EonQtpiWXoQ+sJTzagi2rimB2Jo0TU4SzNMzhbfCIn6hiR03V6mmSwkEll0FLHoPWPCQBF8ZNLOuFJQmNHlWnOCGjHw3izTDxGavVeMyOFDrp6AiQJ8t064JrNyXzSx74xDlz7p39XX52tY8RT+godpX89UXQ20Jx73F6tDLspVW0ArUdxyke6KQ/p5hFFoXM4AHU0AQJsx2r00YkMIF9KAlPZiRWuAI0aDKO0AASgnKa2JhqszFbNEk1QsECCFqzyYiOGtAl8kqwE4P+gNEGJCvHiW53EgrZDBDTbA4S7kzD+zXlMmOzxtGFg1iqhUVuvpeRIYmY3YEsy3zg+hsA+P3vf4DL1c/kZAErV66kuLgYT2ScqZOd2GsKKKrLwzlaRbx9AlOOFaX3CNGecTb6N4CQqZYEsT9tpy2uYBkswMI8aBF0Pr0ZS9yBhXlILRLDzzQa326JpIdMDyZ9c0kw05nI38l01hHyjn0EdBUhJ/CXPIWWP0FP3hHsgXmEPCcYFQU0mg6ntqWz8eILKS6+gcaDH8RaeBRZNlFZ+e9zQo7lyz5Hz9E4XdsmQE/WtnZtPfVbCMV1Xvpb/Gipir4Vly4mr8JNLLKdruMdlM5PghmA01mL15uD05n83QmPVTLW7MNa48Wdet6/ETAC6G8N0HfCT26lm+wiJwNtQQbagmSXOPHlO9E1neGuSUa6JvDmO9B1wZ7H2tF1gSxLLN5UjK7pHN3el8rPkqhZkYuui2TyvJ605Ve5GWgNGnrZ4kwQ0HlkNAnVMuSWZTDUOWFAdkG1B10XDLYFEQL+cGQ/3nwHQhf4h0KGJ9Rsn+vtkmSSDYn/EhHgyrSRWajQ1xxg5qendnUerfuGDQhb956a5LlsTYNZ0bzk+bz65vrXzCvLq3C/LSHtrSwvvfQSa9aseU3bmeQsrL1J0vxCN76ZcGZCp3hrHz8X9lSxuuDhIgtVa4p48r4drIhH2acqfPzcet5fEOL4gUZqFy2gwhxirHcSa2cLte0nkWMl7DuSYMf9d6FrGrKssOyyq9ASCQ4986Rhq169Bl1L0PryboSuI8kymUXFjPV0Gw/AjKwcEvEYoYD/tQ4Fz3SEzJSHbBgTJiHwTobInQwRVRRUTcI3HSIzNAtsZokANIuFsMuFdWzUyCubqKjA19pmgFnJ5ZdR9dl/YksizuixRrIW1HPede/ixc9vY8BhpWA0QOJ/foA3N5f5A1MMZjjIn4pQ9dUP8qS9lSfO16nuk2gplFmw/hpadhyhYMKDbg/SkN1Ay74hGp9tQ4v2cGA0RtcxmBiLkIj2G5616UABItGPHu9DVgtR5SiFoTG6bYVo8V4UtZBlYy3Eu5/A77TgnQpj0u1Quhb/WCPjdjO+UAy8xRydspCQwvizVGQlwuTYMTIn9mBOnZN97noOuVdQPnWCqlA7bfYK8uRC+tHQRDIRvgwV1ZagMKBQqClIEqw4v5CcplFIpEoshCCv0MX6RTotL+9n5YoG40c4s6uNRQcayVTqoXQ5DaVeblyscrT1MF05eUSO9fGeFx5D1jWELHOseikXTU9h720GYCkgZAVJT4aUZ6aKOk65wo7JQSSjxnKmvYUJoc0adZRdRMKRgbmrybgP1dxMQmQa3i8sVnRhIVRSY4BYhteL7pOY6LMTszlACFrtR1iakYPXPYo/KJHZUMFVlVex9b7bKZat9OhhNlxyBZHOg4Rb+zCVWVDVA0yMHufc7HHsY/UkbEEmn7+Hk+M+7IN1KeiCsSdbcVKcPLRu0PeBCVf6aIXA1JePkBNggBcgaSRRXUagEy1qJ549iuPQMiRdQcgJIssOY9tfD7qCkDWUkyexbNlPz4fHsE3UEs44SVFkNZ6VV7N/3/VEPO2MjFbQ0lKB4c6VZAKBDBYtaqA051cM9L5IftFa5Mhiup/PRdcEI0clhvaECE/GSf/MSxTVealYks2Lj7SgJwSyKrHkghIKa710Hh6loMZLIqZx4OlO9v5JR9dKGDqhExprRtcEx3f0o6cgp6DGQ39zIAU9UFjrRWiC/paAUYiRkWUjOBo2vNJOjwVdF4SC6V5zsiK9Yt+u1yu6Jjj4bPfcu1IXNO8dRJIko/2E0IUBajN6z/Hx5IuCPrMejHRPpnUBYwPTyJJkVEsKAYm4hiTJc0LWJpNCbNYLSn6lB0mGvpOBmUtAVUMOsiLTvHfQ8IidmjN23nuTIDbbQ7ZgXSEL1hWeBmGvBGZnQeytJ5/73Oc4cODAa9rOJGfDoLw57tLbf/gHLhzyIksyAsG0No1Tcc0ZVRHVQphka+pdWWPH4O9JiBg51hKGI92MRfvf0GfLioqsyCRmNd80Wa3EIxFDzyoqZVoThAa6jYfpSEYZoYRglXaI3MQUQ4qT8LCTc3q6kPVkODEuyyi6jiJOCZ5IEgGbmXGnDd9UGIfZxnQ8zLjDhm86zPwvfQVLTQ0vfv0mglYz7kiMc//rVvZvvpOBEyfIrKxi4Q03M9jawra7b0PX9OQDISHRL2mpijfIs7tQK8rpOX4k+YuJRCxDIRaN4pg1bFxSzZCY1XxUzgBk0ANpkykLEOjxcWaeJgo2NMKG7lKzMckK47GB1I+ywBWKMmlPD0PPlB2YiksZ7D5heIjshfMZicaxjbbMCfnNzruKu0opWrCIgd1PIaEjkMle+S5GTgYIacPYTQW882MXcex4E/6XRpAT/bjMRSz2FYEO46F+hsPduC3Z2M7J4YUn7k4Bu8yCVZuIjE/QenJvMv8NCbPTx2Q8jDkaetX2FGKmQS4z0GVG12YVXbhykO1OAsMd6R4bZfOISRLmjibDFsktwTqUDl2GC8oRZivomgFiqiwRM9sNr+WqqnLyKqvYuus+3J5hgoEcDpj6Oexp59yQm4VmmQ49TlVtBQuHR3AG5jHtPYEoysE7VIJ71wVIQgFJJ+Rtwj4+nxkfrpDiyMJ82vHqSgxJMxneroQ9iBpyp6BLIzFvCGtFNvEtIgVdGs7rk60spu6dMGxi7STSiy5DT1xsYjwRIjL+M+yBakKeFiaG3km410SOM8zwlB2pexy1sJhRdRRbbgvh4WqyXHUoGW66BnYwYRkioimYJScxPUQS2GRqMtbgULz0nkjfz6fmuqkmGZNVSQFbUqxOFSGYk9P0RuVUr5HFoSJJEpGp9OeZ7SqxWX3WfAUOZFlitDfdFDe/yo0kS/Q3p4/Fk2cnMBgyjqt6RS6yJHEyBThIULE0m64jY+iajqzKXPzxBciKzOZbj5zWWmI29Kx9d/UZ27683mUSCR1VfePb/ktyxt7uoco3U95KYdBdu3axc+dOfvKTn3DzzTcb9omJCR599FEOHTr0mts4C2u8ORf1wVtuIbjrZayyjYgexm73UGdbzmikj2xrETF7DDdZREJTjER7yLGWkGUtTHkcQAidvoxOAvZxhlv2YZFtRPUwnor59HfsQDbF0ONmLvrIf6OoKptv+wqyOYaeMHHFZ76DEAme+r+vIytxhFBx1l/JZOMfkVUNISR2+i4kEotzRf+zKFMSwiVQdTv5U4MoLSrjtiRkeSIRghYrY04bmVNh3PEowmliPC4z5nTgikSwrsjEn+mg5Vg02VwV8GZrjI8pxsPDlaegxQWhsdkxgVdDhjOJQDHJSKpEIqwZ6+sWC4qwIWKBWZt2gJg2VNnkQxJxtMSkYTNrCpKsEpWihk2VLCREWrdiRmhRojLpHC4ktJlXYiFQzFbikoIUC6VBTDKhiMQZqxH/HiKAcU82CdVEzmi/Udnam19O0WBnyrspEy6pxkkCvbvdgCwttxBlqM/Q073B0kn4itmK0BLoWsKwyfEYNvc0lvgYUZOPPGs5eZXVHOx6wQCx+op1tB6+G2fhNPEJheyGenoTB5gftGD3zyPkPcGwux+npJIxWItzbBGaeRI14iVjcDXpYHrSozVb9FT97UwumJ4zgcmRgdYhDBCTlqsELRFcuyQDsgYKe8nvKzL09qIJJhPlxAaPkGMPMRSyE1GrSMQ0nHIHuSnb0Hghub6+OTqANbMNe/ZJQiO1RMYqT7sysiwne5WlRLUoRExD+B3HjZ6EHv8iEDJxcwBTzIMpkfGK1X4zYnWoqGaFKX/6fs4sdKKoEsNd6e+BJ9dOYCgNRvPX5JNX7mb7/c0GCF36yUUoisQTtxw2QOj/FXr+Wuu91XPWXu8+nZW/rryVYG379u1s27aNW2+9lU9+8pOG3eVyceWVV1JdXf2a2zgLa7w5F/XA5sd4/q7bDL144RJ6jh429MUXn0ci6OfE7uPoaMgoLChoQI1kEIwN4zZnk2HOJBgd5bB/e2oZmbzcTAaGRwyHRuaCCdB1xprciJT7yVMxgRASwQ6X8YNuzwoTGrUZn+90hZFCMJlI2zLCURAwMctrZNXiRBSTocuqjq7NNP58LUn7kcxOHUkRRINK2paRIDahGrqvahq7Z5K+A3kIXUKSBb5aibEmlZmiAEfBuWhhNxH/ZsNmdl2DbAoTGd9i2FyuciYnOwx90bQNrzmbF83d6EJDlhQ25r0XgOcHHzBsC9UijkbbjUKFVW396Cq8XFpg2DTVia5HkIWOLsn8If9qAK4ZeAwlhQi6qmBKJOZ40kzZKomxuHFs85Y6EbpM85EgQkvaPJlm/CNxY63cLB/EbQwF017WAnclkqzQ5282bPkZVQxNtqMLHVmSOf/cD/GMfYrE1keRdQ1dVpg6p4HMyDjRxg7DNlBbT+b0pBGG1O3JcJ9dH0AJTaLZnUTlHOwMYImPEjVlERm3oEwHMdVlpKArG3O3jtXhZCIzhNszzNSUlwqvCVvBn5FkgdAlPK4NqFaNUHs/tvFawqmKRet4Dc7RJcRsQ+imELZADd6e81MJ8ALNNI0Sd56SkJ+sH53xhkkFMtPWGLYOCUnICFmjP6eHguFiA7qOZowR8efTIKULWF6a1PFr4jTImq2PT5cgK9KcTvyePDuKIjPWl/YQuXNsBFM5jkgwb3UeHn2UPbvCCElG1jWqJnfR6joHXVKQhcal78zEWlvDH394AE0XKLJE3TusbNv5LELXjZvHMV2GfarE+Cx7hgmry8x4X/qFpHxJFt1Hx4ztvONfkgn/bwSM/l+B5q8BL29VwPlHbIr7/0d5K8HajHR1dVFaWvqG1j0La7w5F/XxW75M8wtH/6rb/EtEQqSihKmk+BRYzOiWeDK/JmpKz4m06AmEohATkmFTTTKJxExjBUFWWT6KqjLU2mPYqlYvJaeimF0P/MkAkWXXrKLx0T3ouoQsCy77wsfQYzqbf3mnsczC+kqONrYldQkWehYStdbROSUlc8ZMRchqIXpiJqesEMXkQU1MEdUT6Ik+ZLWAguAxfBNNHCt6J5rWj6IUsnp6mOmsAvoivRTaiql0JnOQRsK9jER7yLYUYXYHiJib6W/NY3jyBJnCRV7vHrREzAjnnvBV82jpWr546B6CdjPuUIwfNXyAYZuTwsgA/dY85peMspSjhPdMGJ402SVRWDdFzz67cbw1l/ch5ARTA3ac+SEcuRGQBNODNsMG0PpEibFO1RXdr8tWc+kQXUoO/f15hApcvJhzIT1KMQUDXRQPdNKbX0p9xhGW9jTTOlxJPBbDZLaQawkQizoRQkKWdYoLDuO0+PHkDyBJAiEkpkaduLKmknFoJKLBTKx2C8LUZ9xvJjUbIeKoY5nY/fOSIOZuxzGyBMfoIhLWMXQ1hm2yClffCpIeMYEmR1H19AvDjMyujoxnxZFQUEclwyM2ZJkmO+r8i6AraqpGNcloA9NkqRKjCYFvSRY5pS72PN6BSDWOXX1VObv/1PGqobTXAz0bF46i/993Cai5+D3VeIOtVH3kanqci2k7OELl0mzqr19N55FRHrv9RaLqOHHzJHGLHyXuQFPDzIQ9i1hBbMSanLeoSrzjn5Mg9scfHUBLzLX9tcDorJxZzsLaP4a8FWGtubmZ//3f/6Wzs5NEIv3yt3Xr1tdc9yys8eZc1J2bv8zu3x5GCAlJEuQuiTF0yGzo8y7KwmIp5NDjh9LLzCtgsGmAGQiqPbcBXfbS9uLzhsfEl7uQ8aGjSR2JBVohtokh9nmic7xBAHsq096g+QNBjue7DX31lJW43cd+ud+wLZezsRfm80LPEcO20OHh6HQQXQJZwIbK+UhC4fn2I4ZtY8FCvHErzR0dDLkzyQ2OUWyy0BOPGrrXkcOg2UuHtRBd60dWC7EnJEKqSEKXqRhZLUievFnDqF0THUy5SpKeCaGx7MRdyBmF7Cu6LPUYgxXxLrJsdoKWPMY0QZYq4VNljogEByWNpUImT+4lUg497bnsEOCRBPHCOKbm47z7z3ejpFpuTCsWLHocSQjissotl36KQEk508daWTTaztGscioWZPL0kA1NV1CkBP+ltTDWt5dYIj16aPE557L00vPY/fLnmBy04MqLMr/sU3SFf4KQEkhCZVHJbQihcbTnkwhJQxIKxVkf50TTPUz2m3HlRykNXsVUTgejsYMG0BVmF0B8gL6AMGw9vnK+Y/4PNJLwna0Pcq62g6fUq5PDz4XGdS1PkTGY3L+Z/lllZYdwewYJBvJwewZxOkeB5P04M3ISIWMNluPwJ/PDEpljqLIDtS8Hx1gSxFS7G7O/AHtPHenQpI5kzAuYscwNTYYsk9ijTiMpP1A2RcxUSlbLWBrEpnQQsMYlG7Y9UUjE9DnQlVfhZvcf29BT0LX2uipeerj1NUNpZ4KVN+oN6tz8Mh2b9+Fsfgln537M82oZHdYZd1Xim+4g88tf5dkt0+iJ5Pm1Ok1MRMYI+A4x4wZ3y0U0zFvLwV0niKoBrJqX6z63ATib0/RWkLOw9o8hb0VYW7JkCZ/85CdpaGhAUdK/jQ0NDa+57llY4825qF0//z69d91nJNh7hYwf3fDY+DCDrjIuhwybbrKzr8RjgNLizjF80yHCVsXIGfOEogTsFkP3hqKAhN9uNmw+3Ybsq2J04jhjdguZoRi5pZcw1LWFMbuZzFCMwmWfRfFVMjy8l6GJJnIz6sjJSZbnj0b6GI50k2MtIdOcS3togL5wD4W2YkoTOsTDdFnt9EV6yLUWkTU+yKji5KSzxsAAZ2KKSdX5qufI8PalpFCfIk+O04jXALFzbDqSbJoDYQDjCZ3RRNLmkjWiROmQrAacjSp+vqlZSaS2U+OzMBDVyettYdlwM4qusWi8g0Wj7cY+a0jsXPdOHlfymT/cRlNOJf/5leSYrPf/307iusAkS9ySk83o0Eu0T7bgmpwkFvHj9GUSCviTjSdVlXf/53cpqKlj5OQOxvpeIrNwDdm1607TgTk2l2Uxhx68G7/3MN7xRdRVLWJ48rt0FbUjJAFCRjmczzA+RhfHaZIXEBNmnhGXE1GTHipJaKzr28vCwRYGlGL63DkUBEfJnRjFHhshas1C1+WkJy2ji+rCYeyBWkKeZvLm3QQJGD3yCE7/AuLmIBnSasxdPiMsKZllmFW7YYiUrJQ0+oU5IlimLcjI6Og87HuWcVnhptFNBnQdJsZizKd5yLyKZICYrcJNQbWbjj9345Ml/AIWXvv6Qnd/y1Ca/5FHOPmDO/G7q/AGW6n82DX466/gud8cT+WknZ464CuwM2o7xNjUgBHyXLlsDZddfeFZEHuLyllY+8eQtyKsNTQ0sH///je07llY4825qB2f+hrh5/9gPIQ0ix0lmk5AD7t96NEYjshUehkkJuzJiso0iL16cnpMUYhYrWRMh4wlx7wetLx5lPrOQRtvQ/FVMjLVQraz2tCPKd2YVCt1jtXJttdCpzfehkPxIMhmTAOvLJhMRDgWs6Q7zCsacSEzqb96zprM3L6xOaqER5FojeoGiC2wShyLCENfbk/gUjWimp0xTZCpgF0KYVUcSJKMEDpD8hBTmWamR1wcQqcGiCyQaBMO7j4+zkzZgThl93KcZq7s3sM1O+5HTnnRIp5MlHPWIp5+ElnX0BQV8b+/QJ+/aE5vskhnkG23NdKoJ6hHwTPVxs6Rx1JVlrB03aVs+OQnGGpvOa2P3anS09MzZ8oDQM++p2k/th9fRgH9h2CP6DJaYDhJMC2Bw+U3PGCTk9n0u710lZxDvV+wP1OlwxSmMmpmmV+n0SsRDfeyvKuZ8qiFfN3LgOynJ9PMZzZsYPf9D5BjLiUcC7Kg7jzEiYiR2yjbVERYO22/Z4clzUUuZItCpC1g2JznFXHI1E7pVhlFKGjoPCd3coFWadwLL00lCGgYIDaS0JlQwK2lwEwT5K/Ko3RRFs/ecewNgdjfWjo3v0zXjhO4h48ROnKMg0s+i5CSb8wmVSeuze2OlF3iZKx/OjkSyqRhWzxAZ297sr2EAEVR+PCHP2TcG2flrSdnYe0fQ96KsPaNb3yDnJwcrrnmGiyWdG64z+d7zXXPwhpvUoHBr+7C9LPvI4vkI33YnUVecNT4+5l6kc1Ay+y/abNsAgjZHdhD6aTisXPXYlu9DuuP/wdZCHRJwvS1bzERDOK4/w+YfdXExls4uGQBCbJxxLOZNo0w/+pzcLu9vHj3n7HGs5lWwxQvWUigL8LocJxXFDmBJOkILd0CQbFPYLZEifqzjWNwOcaYnM40dNXTgWIKsyw0n/GEhFcVnLC1MC9czXhCwqcKDuW3MBQdZOHEGg4hWIJEJK8X02AhLyHwAspiNwcno+zsnJjVEON0WVCQgXT8CCv6juLSolwc60Xu7Z7jRdM+fBNLvvwFGje/QN+2lyjcsIb6S88j2jVBtD2IKd9OYijM5PYehse7GAi1M5Xw0xM6iUj1LJAkmTXv+QCrrnn3GfdjNpxpmsbv7rmbhKYjSxK1JTlMjvbRO5UqukgdSo6ekQQsyU/M1E+CMGFzPV4ll3bLNEcckGMt45vH4qg6aBLszpjm3Ak7skjeJz3yKGbJRJ7mNs6QINmQ9dXEVOhEtqlEWwPGOpECB+a+9EtFW7aDeDRB7UTUALGdU9ppHrExTcOnyGSrMiMJHVGiUj2vkP3PdCF0gaxInPee2ted3P73llP3qemhHTz/52TxgCEz/xcCX7ZK6bJCDm/tnTPqZ3CknwP7GxkO9hCLR7nooosoKCigq6trDsSflbemnIW1fwx5K8JaeXn5aTZJkmhvb3/Ndc82xX2T5ERnD/WzODhrIjnHceaBF1HNmBJxlFn198JkgngSlASgbtqE9aormbr5nw0Qk//1Xzj50MMU9PTQX1zM8v/6D4qLi9k+ZWb46CDO8gxCNsGx9h4KFq7CMu0kUlBCRu1iAk0wKQvQijj8rEZ4agDEAkKpJ25r4wS6lKxMndnTmCmAOe429ERxF7IsIXeUGTYtb5ywIwz4cUWzmbSMMGgbxmbKwRXLZtI8gskxgiU7m519B8kXXk4wTm6lj993NONPeMmQRnnB9hTIi/m/yXAqswmcgWwmpVkxtyOj2E1Kyu+U3IOrlxawoTaHO2/7E3VDLbRkl/Efrjim7b+BlBfNMm8ezk9+ktHf3ImeiCObTFRcvB6A+kvPo/7S8wCIdAYZ/fURmNWkc8w2xNaB+1IViJBXWs1Ifxe6lkBRVYoXLAKSYNbe3o7P58NsNtPa2sq+ffuY/T5kgJjsp7mrD6vQydF95Asvg/jJI059Yhkyyf58nUEHCXsWVaGcVCaYJ3XkaaBWBJwXTLepFQgKyMRqNaNNxw3vl6nIRSSmow5NI0kSuhCM2U34QnGjlcfLfVPEozorzZIBYi+fDCbv4RSETUYniUphRmOWFIhptHq7cTucjHV58WsyOhr5y22MHIwRiGnIisQ11y0hr8JN6aKsOdCTWeh8yzX1PBXM+pr9PP6zg2ipXDOLmiASV0FO/YQKgdsWZTJmRU8VAWz8yFLyKtxULM02thVTg/zp6YeNubpXXXUVy5YlCwNKSkpeaXfOylk5K28D6ejoeMPrnoW1N0ncrW1z2zacMnPE7MnAUVZKaN/+5MNXksh65zsJ/OEPiEQCSVUp+vjHsNfX0ylJjG7bTtaG9ZRdfDFKWQOtB/upWlpAblY+zz70Miebs8CczVCfQBuZIltaTQSFqCP5aB89PvPJSV0ocSRHCH3KZjzMNd8glqwEieYCY8+LV1hpaTmKEnGhWSf5wAfeBcDvbvt92va+pO23d97JqHkAWdep332ALfXrGLBBPgE+4fFiv+RSvvWbx+jWJOySBzGZwdGYOfVZDuj59JxzJACzakaKxpJeIQk+vaGKjfNyuP723cQTybFcN5xTRt1YBzUv/sqA3Tn+I1km49JLyfrETcSqGxjb+hKZm9Zgr08mnA/s6ifYOIzLYYLOCQPUdKEzmN/LnkN/MkANJKpWn0Ne4nxO7t+Nr7SCwy09PLltJ/HeIPm6l2PyfoblCQByEhkUiyz8TOPSVZaJmtRwKcEU01iwYZ6VhC/N2XOJcnsdYUVC1jCAqtUJzV4zF/ZGUQToCBqVdpZp5akx44Jn7WPkhfNZIkil7sOOpgAA5zqVJPwDTcPJRskzICbl2TH5FHZ2TRqhSalGZfhEiLGojCZrPFF1CwBXHP8M41EFXdbIX69yVeVFPPqj/eiaQFUU1m5aBJtOT4o/FcT+3mAGc+FMCMFjPz6Ilkg2Zvbk2AgMhdLd63WB4h+mRBqlx1aHIFn8svbibKy1Na94vJFIhDvueNwANUmSmJ6efqVdOitn5ay8zSQUCvGjH/2I7u5ubrvtNlpaWjh58iRXXHHFa657FtbeJCnJzpija6XlyTCcpiOZVMp//jMAum/8CCKe9PS433E10dWX0723k5KVZdjr6xFCIPKWMbmghHjYTOudx1NdvAWDh3p48be9AEZDUAFY5QxcHjv+mQ7ggLNIZ7I3jY8D8mFsbhuWqWqjbWvt8iIWrKiYA2JXb3wXqzYuPi3P6gM3vcuwFeXnM/qrWynYdYy9BfOpHO2nacllbI4Xo0kyEoXsHlUZvfUoMKspaP9MhlkSQ6oLo7yvvp7vbTlpzEf9l4tq+eYTxwww2zgvh4ZSL/9XI9P3/E5KqwopvLeRnt//ASme9jbpi1cjju5H0jUECq1T+Ry//yTHdsTR9RVIT8Yp7zmMzx8hPxDBQbJz/zTQEzlB+2Qj0fA4sc4pMGXgsxaSYylmONrDMy/tJ8uWR6lay0R/mMH+Voo1L/NFFTOjh6ZEDItQMcvyKQCWEgEZkgtNT4CMAcwD+gSZSgaKgLgMX1hsoWhc54u9CVQdEjL8oMbKVKKP+FA7hbqXftlPm9nCQPQg+cLNgBTEHKlh2iSzM6AZIOZdnEVeeQa7n2jHJ0uMC1j8nmpeeriVQDwVprt+HgCP/mg//piOpECj72E6FnRQMFFFf0YrNfOKubbmWv5XvoXsQBkjnk6+s+Tr5OW4ueafG15zJuHfW071mvU0jfPELYeMCk1JTo8/ErpAS+iUeCboHrMjJAlZ1zhnpUTN5z5P15Z9xve17NIVwOnH29PTw9GjRzl+/DiTk5PIsowQAkVRKCsr+1sf/lk5K2fl7yQ33ngjDQ0N7Ny5E4CioiKuu+66s7D295TKm26k88Vt6FrSS1bxP98GILT3ZewrVxheHet3b6N7byd5S0tom8jmxSda0LVMjv5pEudLOwn5o2inzM2bnewtnJNkFtkYP5HKbJN0Vl1Xgj/gZ/xxI92entBh8IEp5iFhCXLOpqXU1NTMAbMFK95FcXHxHBArLi5mf5efw4l87HpyYqIQgsOHenj2YB+u5zsJd3ZyTPFyYvENyaBu9vKZBKnU/kp4PRZM2hADo87UHzQqioZo78tOVhlKOh9dV8R7l1ZQrJjYdniQDYvzuHBVMd6IYOuhARoK3dh6Quz8+X1kPflLsoWOtBPGJIWguxy31AFCR8gqjcoaWLIGb6AFv6eaiRYHtPThVSTyrTImCXLbA9hkiTFpiqgURxeCxon9WKeGKLVVMGnLIOx0ku0oZ75WZEBXTEpgTqinQdjMdQGBSdaJSwHMmg+kpJduPDpApqXAGDnWHj1MJDdBjX8JkiSjIfjWyixCikrDeIL9XoW1ZVl4urv5coagPqBx0h6jaugYvrFBRmQYlSfQgaqSZWiNgjbFj1Ur58rPJQcDP/bjRgPENl1YQl6Fm/wqD33NfhanYCWryDUHXhqHG3ms7ufkBMvoz2hlTPQiMgQjrm7MipmbFv83S3OW4rvWx76hfSzPvYGlOUuBt4aXbLa8ajhTBqfPyuRoegybEODOsjExEkqGMyXB/KbfYj/2AlkZ5cl+aRNtZC6/CkmSKLt0hQFpZ5Kenh7uuusuNC1ZtHH55ZeTl5d32svPWTkrZ+XtL21tbTz44IPcf//9ANhsNl5v2cBZWHuTxL6snrJ7fjsHzgbbg3TmZWAPWOD5HnpO+Ok8PAkikyMD00C6I70QoKgyrjwT/r5ouh2CdQBrJNfwhlWf6+GSd67nmT/uoOVgH0pGjKdfPEA4HEb1uTDFPMTNAWrrSzh58iQRyxSKolBTU3NGMAMY1p0GnPW1j/LB37xMPKEjyxLz8110Dk0wmQBSw63VrAwyTBIiAUgSktDZVGTjhcEocU1HlnX6rD8CBNLYx1Nt1ATnzTdzfWUOLxwaYWVxJksjJTz/uyZadg5QoENz4yRt97biGGvj/JGDKFqEULANb2hwVohZYnjhlfhXXUvb/sYknHmr8a5ZwdTJccy5VZgEXPHxhcgtfsb3tBCWYiSERp9TQtMFVdNZyCJ5fr221dhdc2e4ooOQ0oAsEWPmq6MjCHv68Fs7yBtYjYyCjsbukYfR4hIb8t6LnKJWryU3fX3RKVpeyejla/nk1hMsHdfYn6kynGNhLJbgqFtBleA8t4kHiXJ+2y5iQqcCwGxm+fLl7G9sRNd0VEXhyo31mNZmvKEhzzN6XIvzWOtj/Gj/jxh3jtPnbEVC4uMLP866onUpMFtugNnSnKXG/98qMhvO4lGNJ285ZIBZRpaNiZHwrHAmyLJM3Zp8Tu4ZRGgCRZVZs0pi8Fs/we8sxxtoIcMRwfOZTyPd8Rvcfd1IJhP2la8MaDOSSCTYsmWLAWqSJBGJRCguLj4LaWflrPz/UMxmM+Fw2Hi+tLW1zakKfTU5C2tvksRjGm0T2fRoq5H2wMTmvYx2T81ZRjHJc+b7lS700dPkTw0xh5C3jeHhIdwsMuAsZ56Fvt5jyBEXmnWCmFrJL37xC0ZHU5WmE1BVVUVxcTE7duww4Gz16tWsXr36VcHMHYnzp8Z+vvH4MRK6MPxGM7uo6YLh4QB5YwNMZeQbI3Ru8k1z/vsu5X23vkRcF6gyTOU/R05sBFNwEYqjnQ25G6mcXsSRSUGvAkUJibzHXUTCEVbigs44z+1oAiAj2I430MKEs4i8cCt5rc8yMww9kVeO+ZLrCf/xoWSIU1ao/vDlqHVVPNc/iFSUhayZWLY0C613AlLVuIEH9yHiOj6cIFK5YTOXY9aBKnI6f0wXOlFzI0XzNEYO1yNQAA1RdBytd6kBZo1dT9PnHybT3EmOtYThSBcxd5CiBYtoPvQy1c4GTIoFzRuHIMkxQqpMy//H3nnHV1Xff/g5596bvSdZhEASRgIkEKaAbFRw4EBbq4giVm3rbu2vtdVW66zaVlsnggoKgoiy9x4hJAGSkL1u9t7jrvP74yYHYkAQEpLA9+mrr+ae+b03uT1v3p81KorfJ+dS6q4l0V2LDNzr6cKWzFy0xlYMGi27juZyfXYymracRwUYPDqGeXNmM3LkyE6/zx+7WhfjdB0tOsrylOUkVSRR3VpNoHMg9YZ6LIoFnaxjcuDkXi3M/ELdcHC2ITO+jGM/5HSYs9mOYgEUhbAxvmQeL2ubBCAz84Gh1iIArwbyY3PwdmjA8PKnuFZV4VqVAZKE+4O/w+vXv8Zx0qROzvj5qKmp4ZtvvqGwsFCEPQUCAQAvvfQSN9xwA3q9nnvvvZeDBw+ybNmyizpXiLVuIjOujH1fnXHK7J3PzNdEglFzghkw3JPv3knAYrKADPrWRCpdK1U3zE1jy9DRA0iNT0LT4oLZro5BwUPIKa1F0dYAEB8fj4vLmfw4SZIIDg5m8uTJDBw48NzhTLMjmppmfjhRxJtb01Rh9uNHnAIM83Mho7QOs9mCzmLmD3s/QBsYyLNO8zDJoFUUxkaGkBJ3gNvrdRS2CTGn/SOZ3Ord9naHQw5UA4FAYNuUDVudDU3NBvUzGTk9iEApj8YX3kVSzO2b1XUpSDjNuYGQP/6OpMAhNB86it3EcfSbOY6MjYlMsnGytqbQgPGHTDRtTU8kwMVohxFT2zWtDlmJIRV9bRajPOcgS7I1VKk5hB/XY1E0SJKZ/reMJ9OcTdy2r/C27U9Zaz5V+gI8tKmqMGu0ryZk9BBy49OoNBQiaRTm3fsIHmmhtLhWWcPVsoLv3aOJb21ldVElJ20UUkpK8LHRopWsNQ2SBPtz9NwavwdNexI6Vqu8xWJWH/iTh1l7uF2uQ1PbWsvbx9/m24xv1c/lmZhnWDhsISfKT3Ry0nqaoswashPKsXfWUVfZwumDRfyobqcDPsHOVBQ2qI7ZzEUR9BvoyvCpgR3cxqb4eFp+/xDe7TmPXl5IOh2KxWJ10caNA8AhOvqCIk2v13P8+HFSUqwVPQsWLMDZ2VmEPQUCAbNmzWLUqFEcOXIERVH417/+hZeX10WdK8RaN9FQ3aIqDUmGgdHenD5UjKWtwqy4IZ3YDenUu5hUcWZjNmOyacJkU48kSYwcORZ/f3+SkpIwaK3tE44ePdrhPpMnTyY8PJw3ln5DkdERf12j+q/3MosTR5q8ySkwU3DqNJ8eyMF8DtcB6zKZHObFlDBv3tyaismsoNNIPFV7nOLYExz3G8mI8gzC736Aqn7R3HkgH73GQpBJJnlDM+BIEBBkok2cuANWAWDBQr9oO0aOCmXX56nqzMWxN4dw4qOtuFSmoujs8dvfTMuerchKe1NWCec5s6nbuQvFbAKNFqfJo0lYdwiPfG9cA2+GfCj460Gc0YBaZKFQRxMuOKj3L9DsJ1hzBHPrs9aO+oqZlIo4nIN17M23CrGK1nxmLr6BBn0qVScrqdGVsHWVntoCMygyFS3FgIKdu4aq2kIqW9uE2SNLCB91G5nbNlBzsgAP3wHY7XCjpbFK/QxQ4OucMv5Io1V8GuBXfh44amQ+KqiwVgy3tjImLR6N5cyg8aDI4Qz09CA0NLTLHvh79Xv5LPkzkiuSaTGfydeSJRmTxYQkSVfUSftxXpliUchKKCPnRAVaWw3GFjOluXXUlTef9xoDo70ZEOnJ3q/T1b+vyXeHA+evRlUsFuo2b6bk5ZdR2oWaJOHxq3txGDfuol20dvLy8li+fLla7XnHHXcwbNgwACHSBIJrmNTUVIYMGUJ8fDwAfn5+AOTn55Ofn6+27/kphFjrJoKGehC3OdfqmgGZFcepdClRhVllThMuLi6YbOpVcTZs2GgSEhLUHJe0tDR27drVIQExNDSUo1llqjALCwsjvcGGLYYhmMwKiWao2VZEcW02mWUN51wbwMyhPkwf4sNL36dgNFvQaWR+M2UQHrVm8up05MkW+huhuMaZ+kH3Eo5Ey4AR7E0FUgvxRybApEHBQrWPHtcQLcR6ISkyimQm9AY3cjc3YDEpaLUwedZw+g10xcWUQ2FiFgFRg7CviEc+/k+rgwEY8+xwGD+exkOHUMxm0GrIc3Wn38QnoSID2Sucyg1NeGPH2cKsXqrAKOfgYR6jtq6ok6o4qE3D1+JKqVzLjGCF7Nbx5BxdiY9dMOUteYy5YxzDbl3MkWV/5vSRw9j42rB+1Wc0lZ/JiLNzh35DXSlNrbPm2mkUZi15GIDsE/sZOHIy4aNuozWvDrt9bvQzuUIFSN5a3G8MYd+ubLZ6ach0kYmjY5uGL4utYm5gWQFR+kw8G2qsHe7au9lrNcweN5asrKwuyXOqaanhtdjX2JizEbCKs0eGP8LylOUYLUZ0so4Y35jLusfF0C7O/MPcaGk0suWjJGslpgxuPg7UVbZgNp6xzOydddjYd3Smh07wI+NYqdpMN7qteMLdz/GC1ahN8fFUr1hB84kTGAsK0QYEgE4HZzlpF+OinU1tbS3r1q3r0Jajpqbm0j8kgUBw1fD222/z0Ucf8cwzz3TaJ0nSRQ1yF2KtmyiqyaLSJV4VZ3JDKyYbgyrMpk6ZysCBA9VKsfaeS8VGO0osLvST63CsqWHYsGHsOaUnz+yCk8aEQRfGphZ3zIpCvEli+0fJtJjOPNjMCpzQ1+DucGbCgARM8XXlYEktZkADjKwCu/0V3FGrVR2yuH+eBMAPDX5oQFFocAmyzm6SJFAs1DgdRO9/ksjMxaBoQTIxNLKIO/q7UZT1HkUtQ/G3O42/ZRwlbrEUtgwhwO40/XJugmwLzatXocm0oWZpK9X1Z9anAJVDfDgZ6IDXlFsIKa3D4jUIX8MIbD104BGGgoJBqqFBcxJ70+g210zB3jkXz8aRVNBMi2TETtEwvH89Njk7SG/wIFiu4kCNF1Vl1ry+ytZiAOJi97F/53c0lLaVrlYb0di1z1ywLmzQuCHcsOifpMd/10GcAer/KhaFut35YDojqh2jfdgZaMMjMfZqGPfHoeZxGLgu/QSNxYXW60gSo+feTJSvdwcXLSsr65L/DhPLEjlUdIiypjK25m6lwXhGwEtI2Ons+Hj2x90W8mwXZl6BTmhtNOSerODErgKU8+SVmU0WvIOcKMm29qmTZBg5I4iAcPcOA9iHTfJn2CT/n9VMVzGZqPjvf6n43we0Vbng9dvf4PXrX9N88uTPdtLAGvY8duwYqampmM1mkZ8mEAg68dFHHwGwe/fuS76GEGvdRF1dnfqzhERkxAiSj+WgaXHCYtuIn1cQxfpySoz2FFuc8ZXqyEsqZLdxSFv3fn9CmmXqk3SUt9pbxZIZjiRUtI0AtbovvopMoEbHEVMrFqxC7OZKGaXcRKETqjgLyGxmATbotVZhZpvTQK1sJMCkIcCkASz4WxLw1mZxynKrtdGnZGKy86ccqH8IMxo0kpmHbDfSrz6NEnc9hYYIAmyS6ZeSBingrwV/p7buu8dTaKnxQylLptmzlpoV71GY7oVUoWCLda2FQf74FZYiWywoGg0Wt+nMaIrC0cUBXKyuWZOmBrPZVQ1nOky1w8fjOtLWltMiWbBTdHjUjUNyB49qIyh2SJip8vfiwD4Ji6WKEsDWsRHnfjbUl7Sqv5XyzCp0Du0DvQAJAiJ90SeWoZitLtrAkdZh6+GjblPFGaCOpNJ42NJ4qBhDXh0n3WT2e2uxyHDIpp6MlKoOfxP+NjpaqypxaaonuKqEwaV6DFqtWt8gAW7NjQQFjeqSsFlcSRwPb3sYk2LN1RvtM5o7w+/kpcMvdXDSLjXkea6RUPkplWQnlGNjr6WuopnshHJ+qjK930AXyvLr1byyWQ9GAHQQZu3XP19l60/RlJBA4+EjWBobqd+6FWNBwZmdsoyk1SFpND/bSQPIzc3l888/7xD2dHNzE/lpAoHgnLz//vvce++9uLm5AVBdXc1XX33FY4899tMnIsRat2HT5I1bVZTai0u/Gapt+5Nn04ybQcs/v9xGnqwjzTykzW0J4Oy++wpQXK9gr5isrfsBSYEhBpkMGwtmxSrCZpntCNbpCG5QVCEW469FNtZAuSN6rUKQCSbZJ5PfMIRAswYNJm5x/RMA61tesgoxzIz1XIOLfTaDmuMoMkbgr0tGZ5/Hzbp8ig0R9LNJxiYiEOyj8D25mn42adYq1VELwW8k+s3vkmvpxwC5hEaHaZhW78TBUkczEi14YNLK6M6aBODpOgynkF9hrshA6xWOs3sIkiMoDWfaZDgMdcRo20JNWi2uA13xchlO1c4CPHBTbSrHsf1wmx9K0Q/fU51YQLMnHFm/q0NVYGtjM62NHT2u8GkhDB47kw3//EgVZyNn3MbIGXRy0c6mNa+OXauTiXORGVZrwmirYcdcbzaYzuR/YTTiqJFobO+RpyhcV5GPR8KZnMOxY8cyePBgvvrqK8xmc5e5MYqisCN/By8dekkVajIykwInMW/QPAKdA3+2k3auRrJn2mJI+PR3oraihZaGM42JJZkOQm3IhH6EjPTuMKT9ujvDgM55ZRfTcuRCNBw6jH7JEjBZPwObQYPwfvYZKt57H8VovOgWHOeitLSUNWvWdAp7Dh8+XIg0gUBwTj7++GMef/xx9bW7uzsff/yxEGs9ibnFhmSdmRydGZ0CdXYt5Ck6wAmQQPGw2l5ndQwLlKHYrKgO2bODA/H0c+LZvWmqOHtwYDknU73I00oEmxQWD/wQWutoMj+uCrEJjVYhVmJ+qW2bmVFO3xNts5Iig1WEOVQW01gIN0f+1SrMtMlsbKhm7wA3Pi1Ox8cmDZMkETvyDq479QP9bNJBa4M85T0ACpKPkmv2ZYCmlH7Df8GpalsOlU/FX19AraE/gfo92FrOtJuoGRyFa/h0pI3/AYsZSdbg4TEajcdAtB6hWFCQxrjjMzqYso8SrZMeNBJuIUOo3ZiNt8Ue6aREzcksNO621o9QUVBkyKk/RebfP0OffPJHv4Uzn613uAujbryZbe9/qQqzwWNnEj7qNuY901mc/VikxdU2cqimgcGOdiSkFPKfUXaYJQAbq+t5tlADbvFyZUl/H5bsOYpLYx2DygrxqClX90uShLOzM4MGDWLhwoVd4sYkliXyQ9YPJJYnkl6dToBTAE2mJrUFR3s+2sU4ae3izLu/M3UVzexflYHF3DYX00FLS6NJPVaxKNRXt+LkZquKNUmCYdf5k3akRBVmEZMDLtohu9Tmuk0JCTTs3YeprJS6jZtUoYYs43rLzXgtXozD6NGXFPIEsFgsHD16lB07dqDT6dBoNG1D2kXYUyAQ/DQWiwVFUdQ+a2azGYPBcIGzrAix1k2k2VnY7Hj2sO22UFubeJjkbuAO30aeO+2Oua2D15MOiZwojlaF2NyiP9CvKB5HeTJ7TGOZqo1lVuVOJrsOtoYgHZPpJzeBmxO3Nvy1LSyZQr+xMRAyhVvXvEJhy2AC7NJxCR6DXdZS+jmkoVigxDiR2ElBDNu0k0Cv7dRV2FL/4EwenH43j279HVFNDSQ6OPG7Cb+lMGABuaePM2DoaPz8RnHixAk2KrdjQQEz2HyygcEpp5l++rTqDRpcPMFUA4qCJGvw952DRjcI06SnMVeko/EKx2XORBoTylBMCpJWxmd0MLbBLkhjHTGcqMHGwZ6ajdlIlrZ2G4pCiS6fUyX7kSuVttYZ+VRmFVldHM7khbkH25HR6ESzzgl7YwM3z7eGMdO17uwqKGF6YD/CR90IQN2gWaR7TsDdxZEKg4n9VfUcrKnH10aHnUYmsa6JzRW1WNpvYIcaikZRcJYk6n8U63MwG8nc/AO3pKa2/dolxo8fT1xcXCcXrSuKB3bl7+KpPU9haetl8WDkg/w2+rckVSRd0EUrya4lP7kSJw87JAn0KVXWXmTnCF8qirXr/6DRLpw+WKz2K7vxEesw+7PDl0Mm+DFkgt8VG9Jet2kzhc89B20FOjZDhmDMzkYxm9tctLHAxbXgOBepqals3bqV6upqwsPDueWWW6iurhZhT4FAcFHMmTOHBQsW8Otf/xpJkvjggw+44YYbLupcIda6ifTseKwd/q0Bves06Rw0D8ZibRzBvY0fcmPuEZzkGWeEmGUPk1xDzwgxb1uwGcWs/F3Mst1pjSsNm0+/tM30s80EjQ3c+T0A/Zbfcmbb6P9A0FjcKkw47P+KxgIX8r7ZjJ2nJ44+rTSU27I6qpIVfgWEAqoDXgAAcYBJREFUzbEnIt+O1BgNc0aPYXr/6TDu3ySmJfLL0BEohQqfbTpqDfdkHUbaaO0P41NSwsCsbByam/GsqkK2nN3wSsIpcAoar/AOwsw+yofKZTJaz0FIWhnHmH402TTQcqoSbbgLlbl51K8oxKHWARvJBqXRRHmLXh3RZFEspJcdQ7G3kOpg5qRNIa6tNThae9WqWCSJ3b7j2DlqZnseOcdM9tjFpZPQ6IfF3Y9vG+E/sam0WCzkNhs69Zg7G1tJwtJ2IUlRGN0sEefQJkslCXudhicDvXk9uxijoqBRFFp2bSatvuasTwQcHR27zEUDq5N2uOgwpU2lrM9arwo1jaTB2cYZraylX0MI0YVu9HN0Bx+wmC1kxre1xdDJ1JY3U5xZ2+G6kix1EGr9IzwoTK9RW2Jc/4vB9BvoypDxnYXYpeSVXSpNCQk0xcYi2dnTdOgQDXv3ntkpy7jeeCMOY8dcsovWjsViYefOnRw8eLDt0jKTJk3CyckJJycnIdIEAsFF8frrr/Phhx/yv//9D0VRmD17NosXL76oc4VY6yYGS3o0DFHF2VS7LH5h3MkuSzTT5QRujBoA/X/BrC2/Z5Z5j1Vk3fA2/bY8f0Z0zbUKMZbfAmaDddv4x6z/zd0PAyZDkNUtYOH36jYlcAxVy5ZR9sab0CaimsdGYIhPprHKBpMGKof04/cxd/G54XNSndxosm0iqDWITZs2cezYMRRF4UDyAQA8KyrwKSujzNsbfx8fBp1KwiY5WXWxtEFj0XoOofXkV2Axg6zBftRoLC39VGHmENMP22AXTNPsqIzLxuRuJm1VIoMqhmEr2cKxViySATuLrZq6p2Ch3r6W3a1pOLqG01ifwaglN7D56EG8959AalMUef4DSQkfyaz9PyBbzFhkDXlB4dZ8OmuLM+rNZiqNJjVjzgI0my3oZKlDteYgB1uymlrV0aZP+nsTtb+MhweASVKQFShykNuuYD1nkb8XUQWZzE04TqGrJ/61FcweEERExA188803HZy0rho1lFiWyINbH8Rosbq3Qz2GUq834VMTQrlbLqN9RpMVX8a2T5PV8KWzpx311S0oZwlbG/szExvaGxMPjPbmh38lqg7ZmLkhjJl7/n5lZ3OlZoM2HjtG/oMPgrEtJ8/FBdfbb6du40YUk0nNR7tUF62diooKfvjhB/Ly8tRtiqKQl5dH//79L/t9CASCawdZlnn00Ud59NFHf/a5Qqx1E7PHjSSxNJ4iizv+cjWzxkcRdPQ7bjTHWkXXmL9ZhZbvsI7C68evoYMQU7e1/28bTRU6mpIcUBKPUr/9FVrT0yn39KTcxwfv8jJ2OKSSfbc3A2v9KXUxMMRvMpoTGq4rvE69xuENhzu9j+E2NgzetQfZcmaiAPKZPxsJGbtBobjedS81awIwlaai7TcEz/tmUZyRRmVcFs2OLSSsO0BR+mlsGmwIdhyGTb49A+wHo9FYr6UoCtUOFdhGeaI7aLaOcpIgadJQVtb5EViUi+LsQf6KTfQvylFDnhZJwnZgP56643ZedveiX2EOJQEhPH7ddbyQWYjRoqCTJf47bAAAdyZmqtveGxbcadsjgd68kNF2HjB8UwHDygw8aLFhdZCOSluJGklBq1jngmoVKNuzje152fgCvnVVSJKEt/coBg8e3KVOWjvNpmZePfoqHrUB+NeFUuyczXSn+ViSfVHMCuglYlPrMBmq1XMUBWSNTL8QV9VJk2QIG+NL2uEzeWWho30uufKyu2lKSKDxwAHM1TXUrl+vCjUkCY8HHsD7sUdxu+vOy3bSwFrpuW/fPnJzc7GxsWHSpEkcOXKkSwtBBALBtcGCBQtYvXo1w4cP7zh3uo2TJ3+cb90ZIda6iaCYOfwe1FyvoJg5MGTUuUXX2cLrx6/Pt+0sGg8fJv4Pz1Pm6YlPWRm+dnacXjCLJMUViywjKQqS1sggsw2Sk4SfBWpP1dKka+pwnVGjRjFkyBDi/rOM/kVVmG3s8M1LQrGcsWK0wWOwj5pN/Q9vWF00jQb7MWNxnhpAUV0AtacU6qQKtr7xBPUVZxLqPT2CGOF4PQHOg9qaviq02DRjNphBkjFLFhLHh7DXz5V8cyWjKq2Dzeuqsrl78xfIbY1zWx3ssBk3msa4E6qLNnXUMOb5uNPvxpkcqmlgopsTMa6ODHWy7/AaYE1U6E9uG15jxjO2keOuGkZXmfB3seP/bndnW4P1s9ICL3vZcWD7NgpcPPCvraCfBoZPmcKhQ4e6JR8NziT849/E66kvY5vZj1v185DaciHNyWc1AFHA098RvzA3Tu3WY7EoaDQyMxZax1R1yCsb73fOcOaVcsgulvp9+yh49DE1H00XEoJSUKCOhHKcMB649Hy0s4mNjWXTpk2AtRBk/vz5DB48mMGDB4v8NIHgGqCqqoq7775b/b6vXr0ad3f3TscNGDAAZ2dnNBoNWq2WuLi4c17v3XffBWDDhg2XvCZJUX6qC9K1QUxMzHk/5N5Ixs6dZCUmMiAsDF1WNqf27+NEZCSKqtjNIJ3R4QoKsk5GMZ75VU+ZMoWwsDA2LV2Hj9GFam0js6bOQHPgBLUr/o4aK5N11p+tLfXxevpNnGeMp+S1dZjL0pC9wkj2KSUzJxaz6UxBhbOXN426YMKdoujXKuGr8Whbi9URMwErw23Y7a5ldJWJ4x5aTrlp0EkK3sX5hGcl41pfTWh+KnJbCw4LEHjjdH7xwNNsOPgdJ0+cYMTIkcy77rYu+VwtBjMVnyURV9XAfm8tBQ4ye/vpMEmo4VNZURibl0pUXhpgfZhPmzaNKVOmoNfru+RhfnabDO/+zny/fA/Fx1FbkUh0/peZf7gbpdl1bZWJMrc+FU2/ga7n7IV2rm29FVNVFVVLl1K5/HNoHwkly3g/8USX5KO1o9frSU9Pp7i4mMzMTHW7JElMnz6dyZMnX9b1BVcPe/bsYerUqT29DMEFuJzn+u9//3s8PDx4/vnnee2116iurub111/vdNyAAQOIi4u74HzPUaNGER8fz3333ccXX3xxSWsSzlofID8/n9TUVBwdHSnPyOBEdjaKJHHk+HFr9vyIEWcOVhRaNQ049PfEkGuwljdICtEToyndl4+P0YUyXR1hviG4pFqYU+iCqTwN2daZ1sNvY9QfOiPUkHCcdheKOQhTWRqyVzhJ1dmcfuVzGh0H4jwigvqaNLxbqvAdGEpOszNO7kNRjE0Msu1PeK0WyQQWDXwboOWQt5aXT7agtYBJhmNeNpxyhlNutsgo3OdSSP/9H9FyxIKsKCiAXaA7hpJ6LGYzGq2G6ydaKzjnXXdbl4m01rw6GmOLaUmv4bDOxO/GOrS15YDpjg5cJzXxap0JsyQjKRYiZUuHlg0hISHApbtoZ49faqo1qHlmSCDLEu3GZnvvOceBEDM+nAPfZKpJ/xNuGwT0rryyy6F+714qP/qY5lOnwGjEYcIEmuPizqrsvPx8tHZ+PNNz0KBB5OXliZCnQHCNsn79evbs2QPAwoULmTp16jnF2sViMBhYvnw5hw4d4ttvv+20//bbb7/gNYSzBgwdOpT//e9/PXLv2tpaampqcHNzw9XVlcrKSsrLy1UxUFtbS1NTx3ClWuKoKLi01HIgMJ/IyggkRUKRLBjDzMwJmENJbh66UhNGHy2hNsH4JMlIbb9tCQlTaTLNR95TxZmi0VI1aCiemaethQkaDfunz6Naq8PVNZyy5jzqzGXo+4ezf9g4NcTqaWxmbKWWvyQZ0Fg1BgYJtIo1Sd8ErAvTkjkQsmt0RFWZOeGhYZRbAduKzQQVZGNnaGF0/hGU2rNcIwn8xwzDOSCK+iI9zv5BOPXz79LP36EUyrN1xHpqqbKB9UE6DLI1tCgpCteX5jIk7QQlLu4UuXrhX1vBBE833NzcOvzeLpamCoXGMnDwVrBxlKjNUyg9CecrR5U8Wohz3MPIghnIioxFNlM99gRTB4xTr+XoAw5end22vojU3IzT6tXYHz5i3SDL1C56gNYxY9BlZ6NLT8cYHo5x4MAuuV9dXR1JSUkdeh2FhIRc8u9XcPXT0NCAk5NTTy9DcAEWLlyIt7e3+nrJkiUsWbLkos5t//634+7uTnV1dafjQkJCcHd3R5IkHnnkkfNe/8CBA6xYsYLVq1dzyy23dNgnSRJLly694JqEs4a1pcKVsLXPDpP5+/tz6tQp9u/fr84G1el0HR4aNjY22Gu1Z8SZxcKA3Fz0/ftjlmVki4V4p3i0A/pRQj6j6oaR6JLKo9f/joH5PtSkWed7Um0NnJmrsjCWp4HWjubWXKSMWGTlzESBLdffzBt3LeDmE6lcn5zM3ogIfhg55Kx3EKH+NLzGzPWlrdibFMbUwcA6gxriNAOnBzkyOLtRddGmjx/IUxG+7CmMZ0+ZniW2FUixK3Hf4oCiWNfn6GPP8LtuJ/a71ZhNJjRaLdffvAj/8KFd/rtQTBYaDhWxJy+fR8faY5IASSLYZKEAMxYkZMWCT0UJo0aN4uTJk/jV16DRaJh+1+0X7aCVZNdSkFqNq489NaVNpOzKPWsuZmeF5hfqSklOLYpFwSJb+N7/A5rdqihyy8S31lrp+Y+bXujyGZ49SVNCAo2HDmGurKJu40bMtWe1EpEkwlxc8Zo6FbroO9oe8iwtLSU9PR17e/sOTun06dNFTprgvIgwaN/A29v7J8OgM2fOpKSkpNP2V1555aLvcfDgQfz9/SkrK2PWrFkMGTKEKVOmdDquuLiY//3vf0RHR1+0YPwxQqx1I3q9npycHLy9vampqWH79u1qqEWWZfVnsFZD2tjYqGJNkiTGh4bisGYt28PDsLSJsxb3OhptWhlqHsZpmxSGTJ/NU3YPU3koDUmBufUT4L0Gamloy2ySsABp9UkE7H9fddGMNrYciYrhulMJaMxmTFotCSF+zM5KYFPEcDYMD0dSLAxuqiXN3tlaOmixcJu9hgdKbfA/WtE+UROjpy2NMS5o48vRtImzwAkBNE6A4vQq/MI9GDHMh6LiNdTv+xsD0pwpqbWhscihbYUACkOum8TEO3/JgBHR6JNPERQxvMuFWmteHY3HSmjKrGajvYW3ox0wtY8GVRQCizKJrixWXbTbR41k6tSpREdHXzAfzSrMqnD2tEOxQM6pCrITys/rmg0Y7knwcM8O4UyvqRY+sn8Pn9pgilwyGTp0APOkx/Gd7dvW3Pa+q0uoxcWR98AiddKA3YgReN9zN6V/+/tlj4Q6Fz8OeUZGRjJv3jzKy8tF8YBAcA2xY8eO8+7z9fWluLgYPz8/iouL8fHxOedx/v7WSI+Pjw/z588nNjb2nGLt1Vdf5a677uKDDz4QYq23cerUKb799lvOF2UOCgoiJCSEAwcOqLkxU6dOZdOmTdYHicWC7l//xq2lhTDnIPCNwFSaRFLIcJY0zkarwDRCMW1QqFbSkdskjwU45qHhgJeGR4+ehvyjmJsq6VeeDG0umgWJIxMnYT//Fp7Jm8PwzDROhQ7m6QkjGWkr884H/yPPN4jgUj3TFz3CfzJbmFLSgk+rhZm1IDfXqfpDkcAzxg+XaUGcGOquirOREb7U1sbjYLsNk6mew0eOkXu4muKjQbTPGfAJ96Yyp6bNRdMRNmoOAP7hQ7vFTWs6Wc6uTel8E2TDieFaShw0BGok6o0mlDYnLbi5FvfGOtVFGzRokPr7OvshXpJdiz61CmcPOyxmhbxTFWSfqOggzGSNxNlN3AZGeZOXVKkKs9E3DqDfQFe8Ap0pTK/GN9SFv2U/T6FTBoVOGcjI3ONzK7aVtpc8bL030t7MVgGqly3vMBLKecYM3G+/HduQkC4rHmgnIyODdevWdZjn6evri52dXZdV7QoEgr7PLbfcwvLly3n++edZvnw5t956a6djGhsbsVgsODs709jYyLZt2/jLX/5yzut5enoybdo0cnJyOoVBAb7//vsLrkmItW6itLS0g1ALDw8nMysbi8WMrNEwc+ZMgoKCKEMmITOLYQMHcPpUOqeDJzKhopVDXrZkLhzKwFZHHihyQ2MBvEOZ2nDmHgqQ6ixz3NXMLwtl1dU66lzMtNidGPftURP1qwaF4pqXh2wxY9JoGTxzOtPnzMb3VDK7Ar15OsifG4dbw5xP/fpRq7M1fx4u1W5ExmYiKdb72Q50xT7Ck7otuSgmC7JWxrYtWX1AYCGujkdxdo4gI/MzTsd+SX2RAygSdbneNFX4oqoXCfpHRDHjvjnd5qK1Y2k2Ub07j38VVvDxWAeUtkkEt1dV4Xf6EIUOzhS5ehFQW8ltMVGEhNzQyWXRn64iK74Mna2GmtImcpMqOwozbUdhNmJaIING+XRoLhs9qz/Rs/p3rs50ymGnxzYOnjpIdl02smS1+mxkG2J8Y6iprOmWz6UnaEpIIH/hAyhtDrLGywtJp1NbcLS7aF1VPKDX60lOTkav11NYWKiW2Yt5ngKB4Hw8//zzLFiwgE8//ZT+/fvzzTffAFBUVMTixYvZtGkTpaWlzJ8/HwCTycQvf/nL846O2rhxo1oN+swzz1zSmkSBAd3TuiMvP59ly5djMVuHltvMmcea4mp8a8opdvPC3dWV6tZWvJtsua7cRLmdhH+zwr15RjRn9EwHLECGo4mQJi2yYhVmhTOdafLW8d22BG6MPYSxuYpheWnIrS1nZmXKMj5PPMFJTy8KDx0mYOIEpt95/uqTltxamuJKMRY1YCxqPLNDApfZA3CZFkRrXh2t2bXYDnTFNtiF6uqjJCQuRFGs7RUaiu3J2tAfxSIBEg7u9oyYfivHvl+j5qMt+Mur3SbQAA6eLmV3aimNtS3s8NKid5TV/D/JYmFM7mnmywZKsmrRtDpjtqvnV0vuwFRtR1Z8ORqdTGujiZKcGhqrz+QSyhrJWq3Z9pmMnB7IoGgfvj9LmP1U64yziS+N56GtD2FSrO7S41GPM95vfId5nldLjkzzyZMUPvscxvx86wZJwvt3v8Nh/Lgud9HA6qR99dVXqpM2duxYZs+eTXFxsQh5Ci6Zq+X7eLXTG1tylZeX4+3tTWNjI46Ojj/rXOGsdRPrC8tIGTCJ68qaOOjjwN4mifEGF6Y12NPQLOGc10RkrYWwJksHUaZ25gcyNYVUhdgQle2tumZV0Ua0Du6UpFfRL9yDSTEDKf/v/whevhypzUVzmjYV52nTKP3HqyhGI3KbYzE9Ohp+QqSZ6w3U79HTcKhIdYnshnvRcroKzBaks1y0FrdMqgYcQpbsaExJo6R0Aw3FWuqLXECRqEz2RVFz8hSGXT+R6xb8ipCo0d3upAGs3JfFc8Y6zK6Amw39FZhelksm/Qgqt6D3lpkd0I8pPsPZGpdkTeVrgM1vZWNsPdME2MHVBlsHHY205xLC0Il+pB05u+u/7092/T9fm4yM6gx+v+/3qlCTJRmtrL3qQp51mzbRknKa5uPHkZ2doa1oRtLpcBg/rstcNLA6adnZ2TQ1NXH8+PEOIU9nZ2e0Wq0IeQoEgh4hMzOT66+/noaGBvLz8zlx4gQffvgh//3vfy94rhBr3YTxdAWvZTiiUVy4tRxaUmpwVM7MYTRZzBjNTSg6F7WCMo1MwpQByJKMRbFQOrySe+55nG82bKM6uwn3gQ7cNW82TfEJ1JbswxhfTMbTsSgtLargkzQaHKKicV+wANuwsAs6Fi0Z1TQcLcFc04KxsKFjMrwENv5OOE8KUF00m/7OFBSsJC39Rdqnp2s0DsiNMWT+UHnGSXN1xGxsauuPpiNstNUe7qp8tLjaxg6TCBRFYU1yEV8XV5FvNqO3hYBKEwPKTeR5a/GvTScqu5EJ1U5qU1mtTmaLMenMRRWwsdOoYk2SreHMgHD3jl3/J/gxZMKldf1PLEvkaPFRChsK+SH7B+w19uhkHRbFgk7WEeMbc9mfTW+hbtt2Cp98Up1P67bgLnx+/wdaM9K7xUnLz89n+fLlmNumHHh5eVFTUyP6pQkEgl7Bk08+ydatW9W8tZEjR7Jv376LOleItW5iOu7oFKsbowAa2YJikpEkCYtioaUuDq/x4TSmGDHLGrCY2e68nm/tbIipCSfePZMl058H4K55swGwtLRQ9s47VH70sTWcBzjNmIHTjOnnrJ77sWPRHrq06e+MpclIw6EiDDl16n6HUT7YhrlR820miumMk9bilklZ0HZMTTVUHzlKc/OZodYWkwbKbiR1RwGKpb2sEkbdcBtBkSO6xEX7sTDbW1XHfSdzMCoKsgRDHOzIaWzBvcLIgDITsqeG+aVNDE21IKvis1+nzv9egc74h7lxcteZkUxj5oVwYHWGKszaxVhXzMpMLEvkoa0PYbBY/y4m+E3g9Smvk1eX1yHs2ZdpSkigcd9+WvV66jdtUoUaGhldQCAaJ8cuddLAWkmdnZ3N+vXrVaEmSRIjRowgJCREhDwFAkGv4cf/P6TRaM5zZEeEWOsmhk4fQlnmCWsBpmJBifsaZcTdIGlAMeMxtB+bx9aRmP8JEyvDOOyZyZz7fou3gzdxpXEs8b1TfXDXbdtO9eef03L6NJbGs3LINBrsR4y4qOq5lqwaKpYmgfmMdSbZyGcOkEDr7YBjtC9aD3tas2vRDbCn0LyMnOP/oX3gkrNTBAOCH+fkgRWUJbrQXGGH2ZCCu38AhuYmFIsFjVZLUOSIi3LRfizE2rftq64n2M6W4lYDr+UUY2prsOui1VBjMhPQJsxyfbTUu8HsU40My2hVxVnH0LKCk69M5LgQ4jblqiOZJt0VRr+BrgyM8u4gxDwDnLp8VmadoY43jr2hCjUZmbF+Y3G3c8fdzr3PizSAxmPHyF/04Jk2HFFRtJ4+jWIydXkLDrCGPBMTEyksLKSkpAQHBwdkWUZRFHWyhAh5CgSC3kJQUBCHDh1CkiQMBgP//ve/GTr04owMIda6idbkAzTv+R9azzBMFenYDfOjJfY/aNwGYarJYuVQd1Yci4Ng2Baci0bSMKQ+j1kDZqkP7ubERMreeZemo0etF5Vl3Bctouarry7oogG0ZNbQeKwEc4MBQ25dB6HmEOOLw2hfKpcmdXDRFEWh0mY7hc4raczPwGw+Sxwi42QzlZT1rWQf9QPaZic++AhRs+eyKyGRkycSiBwZjX/40PMKsUM1DUxwdaTGZOahpFyMioJGgukezhS3mkhqaD5nazIL0N/OhrvqwGt3FRqL1bWU2zL9zs73s3iYkauwbpEUom8IYuSEAQQOcb+gEOvKcUyJZYmsPL2SQ0WHqDPUoZGs/4q6mkKeiqJQv3UrxX/5a8c2HNOm4fuH33dLyDM2NpbNmzerFdfjx49n5syZonhAIBD0Wj744AOeeOIJCgsLCQgIYM6cObz//vsXda4Qa91Ea0YGlqosDFVZoNHgOPZWKn/pTPyWz9nuWUyWTQF3DLyDDdkbMFlM6sO76fhxqld+RUt6OoaMDCRbW3W0FJKE1s2N/p8t7fQAtIY4a9C422GpN9CUWG7NQWvDJtgZQ0EDWBQkrYzjmH7YBrtgf48N9Wm5aPpryDfup+Tg9xgMpW1nyQQFLmLb8WMUZXvhVluNtmDvWYUDoCCRXlnNUX05/6iTMQ4YhbZO4qakHDZW1GJWQJZgmrszTRYLR2oasdAZkwIHqhtx12lUoSYDN3i5kppaweA8AxpgqmymPrOOM0tQMOhqMdhX4lAfgqJYxVl4jA1+fn5kJhYRGuXPyAnhwJWdi7ktdxvP7XsOi2JBQuKl614ixCXkqgp51q7/nqb4eAzp6eiCglCamzu04ejKkGd+fj7x8fGUlJR06DwuSRKOjo6ieEAgEPRqvLy8WLFixSWdK8RaN+F0/fVULVuuOmA7PUt4peA9lEgFWZJ5a/KrzAqexW2ht1kf3m4j8Fu+nbyln6nCzH3hQpynXo/+0cc6OGkaj0HYhHuh8XDF0mSk/kgx9TvyOFsFyY66My8ksBviietNA88qFHBEX7CCjWUrSXEbyrC6ZMLqsnCwDyKe4RxiMgCWOG/Gfh+Lh2IVcKkhwzgdNpK5O9cgW0xYZA2vS64UZRWptzMqCuvLz4wMMitwtLYRW1lWlygBMS4OnKhvxqQo2MgSq6OsDWh/tz2FsDwDkgRTDUZG59afubazCUlXi9LaPptPwT9EYdTNU1nz+UY0LdYWHBFj7iAoKEgVaVcSo9nI8pTlvJfwHpa2RsSyJFPZXMn80Pl9XqQB1G3bRuGTT6k5aR4PL8bnySdpPnmyy500s9nMwYMH2b17t+qkDRs2jPT0dFE8IBAI+gwFBQX89re/5eDBg0iSxKRJk/jXv/5FYGDgBc8VYq2bcIiOpvXtP5K+ax0HfWvY2fiNuk9CIq/OmqQfmt6Ix9LDNCd9TFXdmWR/ZBmthweOEybg9+p7NOw5iNPU65BdQyj/6KRVAVkHAXTC6foA7Id5UfHJqQ4hzkPaDHY6JRNRkU2gfgtxBn/+yV8xo0XCwlDbRkpNLlRI1oyvsJxkbtq1FkmxthexSBKeIYMYPuE6vnFwJrAohwL/EKZHRzHS2YE/ZxRiVBR0ssTzA/x4PbcYo8X6+quRViF2Z2Kmuu2voQHU59WTlFxBeIALdidqyIwv497UM+KsycaAgoKEhIJCmZJJi7seTaszOqMbJl0NEWEjCQsL41dL7ujREFhiWSLrM9dzuOgwhY2FxPjGcKriVAfntK9jrq2l4sOPqFq27KziAQ0aJ2drJXIXNrPNzMykpaWFtLS0DkOVJUnCz8+PCRMmiJCnQCDoMyxatIhf/vKXapPdL7/8kkWLFrF9+/YLnivEWjexW7+bJwtewRJmfaDNDZnLjvwdZx7cDkMo/OMfqVv3nfWE9ny0lSutLppWi8PYMbTk1FB/UAFpAvX7LNTvO8VJF5njHjpGV5mI8XLGYbgX+/fnEecqE1NrYfowL3T9nYmbb8uu0nqC3LUUlfzAqsbBmIlEIhIHaQ6Nkr26XgWJUosLPrb2uGbGM/noDryryzC5e2Guq0G2mDFrtMwcMxbXAG82lQdT0q8/OlniHj9PYlwdGepk3yFHbYybY6ectc/cfUlKrmDIQDcs+0s5vSkX2QKZlJEJ6GzPqoyRwOJYBQYXlDZl6umsYcqd97D62zW0mBvQaDSERg0GOo+EupLs0e/hid1PqE7a06OfZlHkIhLLEq+KsGfTsWNUfvopTcfisDQ14Xj9FJoOH+mW4oGUlBTWrFmj9kjz9fVlxowZ7N27t4OTJkKeAoGgL1FeXs6iRYvU1w888ADvvvvuRZ0rxFo3cbzkeIcQWKh7KOMbRlG2Zz9DW0zYv/sUdQ0NZ6YMACh2FM56msrqDFzcw5AOWGisSuaEp0yCu5YBjRaa3XT8r5+MWQJZsWG2kx3Nts3si7HH0nYtp7xcGrLNKGjBzh2aASLUEklFUehvY2K8txdfFpVjVsBGgk/D+5O5ejnFB3YBYJZlRj/0GySNhpMnEhg1MpoZo6yuyZqo0E5CLMbVUf35x68tZgvJB4o4vSoD2aKQvres4wcmwcjpQdj5Gjiyssi6QVGolfJQ3BW0RjcsujpmjpxMeMQQFros7BWuisFs4MvTX3YIeWokDWbF2kKirze4VRSFio8/puKdd63heVnG79V/4HbbbW0zPi8/5KnX68nJycHOzo7s7GxSU1PVfZIkERkZyeTJkxkwYECv+J0LBALBpeDl5cWXX37JL37xCwC++uorPD09L+pcIda6iZnBM1mWE0uzzVDsTCWQpGPQ3/9GuMWMBOQPHU7s2KnctPJDtGYTJo2WxW6+xI0NB2nEWVc6/0gKswS7W5qxM8hY1IpIhUC5AslcTIoyFCQZSTEzzS6XA62BmBQtWsnEXwc4MjUgkJkN5ZxMOI6fYiJ+5T9pqq1R215oAOeCbMbNX6CKtHZ+LMzORV5SBacPFdPSZKIiv57WJlOH/QOjvMlNqsBiVpBlKGw4TdrpRGQPR3QGN4w2NQyXvAiUPCm2q8ZfCick2pqD1tOuSmJZIqvTVhNbEktpUynR3tEkVyVjtpivipBnU0ICtT9soDk+ntazxBOShKnUKrS7IuSZk5PDF198obpoNjY2jBgxgpSUlE75aD39OxcIBILLYenSpfzmN7/hqaeeQpIkJk6cyGeffXZR5wqx1k2km4Pwqb+D8acS8am2MOb4W2gtVrfFLElsCRvGd6PHs9Pbk6iM0ySGDaU8KEw9X1IUpjk6YuugZUtFXVuLCrjJ25XtlXWY2vK+1kSFUlt3kkWZMiZFgxYzdxvextl5GH9sCFXF2ZLgEJYAe8v1XO8dxNSAURSmpnDyny9hMZkoBLyDB3LdgnvZvfxjdX5nUMTwi37PJdm1ZCWUYzFbKEqvoaLgTDVq8HBP+g10tfY5a2s46z1MQ0JBIpoWF4w2NVQWNjPIbwBZBTm06OqRkRkydhoDIkMJO2sOaU/zQ9YP/PnAn7FgrfL8fczvuS/ivqsm5Fm3fTuFTzyp5qQ5z5tHw44dndrFXCp6vZ6UlBTq6+tJTU1VhRrAxIkTmTp1KmPGjBEumkAguKp44YUXWL58Oe7u7gBUVVXx7LPPsnTp0gueK8RaN1Gzbiv/eu8VNG0PogL/EHzLCpAtZkwaLbd4RnKrvQf3DQgnLSQcrQIv+nrzUmVlW5K+zNNDAgDYXVWvJuX/OsiHX7lXs7dcz1gXDY7Fq6krXsv/KSGkEMEwUpg1YCaDBj5NQGF8B3EGMDVglLXje8Ixtn3wbyztfbEkicETJjFi5o149R9wwckD7QPK29tgpBwsJj22RC14sHE4k3smyeA3yJXRNwxA52Yg5VguZrt6Nu/dj1lrBidr5eikoeMYmuTGEIMHxXI1foo7fg7e2Aa79LhISyxLZF/BPjJrMtmj34PS9kZlSabV0gr0/ZCnua6Oyo8+ovKzZR2KB+zCwvC495eXHfJUFIUjR46wbds2taqzX79+lJeXtzUq1jBokLUQRbhoAoHgauPkyZOqUAPw8PAgISHhos4VYq2bGHXqFBqLtYrSLEm4RkykclQwFTXpeLmFc909s7ENduGrNAcOFNUwyd+NiYN9GF7r3ikX7Oz8sIHmUySmP8AkxQhVUCzZ4OF+HeHVhwhTspBlHV6eUwGrMGsXaQBF6adJ3rOTosw0KvJycHT3QNZqz0wdaHPRLjR5IDuxnK0fJ2E5exrCWZWpkgRhMb6kHT4z7Nx3oAt79+5lz5496oM6ICCAkuIS64NaknGPMyO7yPga3PC1uHYYHN+TxBbH8sj2R9SB6+P6jSOxPPGqqfJsPHaMyk8+oTnuuLV4YPJkmo4e7VA8cKkhT71eT1ZWFgaDgfT0dCoqKtR9kiQREREhctEEAsE1gcViobq6uoOzZjKZLnCWFSHWuomwW+ZRsG8jisWMJGsYctM07IYNV/uctTtFEwf7MHGwj3reuXLBwkjD1bgdQ0EpJ8q3oijGtj0SwcFLGDTwKWpr46muPoq7+zhcXUfxY1L27WLLf99RhVLMvNuZ9Iv7KM3OvKCLVpxZQ/qxUkwGM+X6BirPCm8ChI/1ZcgEPzb99+SZYefj/XAPkUmOzQXHRlas+5jm5mb1HEmSCO0Xwqg8P4qVavws7gwYGYrHHWEYiho7fU49gcli4vus73nj2BuqUJORGe8/nt9E/6bPhzwVk4ny/7xH5YcfWjd0cfFAeno6X3/9tRrm9PT0ZMqUKRw6dEhUdQoEgmuOZ555hokTJ3LnnXciSRKrV6/mT3/600WdK8RaN+F643XA/9T+aNbX/CzxYbEYyc//lKzsf9Le8dbJaRiNjZkoirnNRbveej/XUZ1EWlH6aTKOHqI8L4e8U4nqdkmWsXNyQqPVndNFK86qITuhHEmWKMutpzC9Wt3nGeDI8OsDSDlYrM7YHD41sMOwc9+BzqTkHmf//v1WcVgNAwYMYPDgwezcuVN9UHukS3iaXPHFFSTQ+Toi6TQ9HvZMLEtkVdoq4kvjKWosYpDbIPR1eszKmeKBvhzybIpPoHrFCpoSEjAVnWlm3BXFA3q9ntOnT1NdXU1aWpoq1CRJYuTIkUyZMoWwsDDhpAkEgmuO+++/n5iYGHbt2oWiKHz77bcMGzbsos4VYq0bcb3xjEi7WGpr4ykp3YDBUEl19SGMxqqz9sr4+tyEu/u4n3TRADJiD/HDO6+po6GCo0ZTmHwKs7lj4UBJdi0FadW4ettjbDWTdbyM/JQz99ScNexdkiBsjC+jbxhA+Lh+nWZsljfmk1gYS2l8KQaD4azzJAYNGsSECRPw0bqTeew0PhV2eFbYWGdRKUqvCXl+k/YNfz/yd7UR7xPRT/DQ8Ic4UX6i7ztpikLV8uWUvf6GOiXD9e4F1K3/vkuKB5KTk1mzZo3q3gYFBVFcXKyK85CQEHW7EGkCgeBaZNiwYRct0M5GiLVegtFYR27ef8nP/4T25C83t3F4eU4nO+cdLBYjsqxTBdq5XDR98ik8/APJPRHPqV3bUNr6fkmyTNCQCAZPuJ2s4/kMGhWErWMQB9dkcGKnHuWsKQjaH4mzIeP6kXbkTO5ZQLg11m7U1dHkqKfW2ErukdPExcWp+UiSJDF+/Hji4uI6hLtaMqqxXVdOhMULAPc7wtD6OPR4yDOxLJHteds5XXWaYyXH1O2yJFvnwEtSn3XS2sOZsqMjdRs30nx2MqssY+MfcM5Zsz+H+vp69u7dy/Hjx1WhJkkS4eHhzJ49W7hoAoFAcJkIsdaDKIqFgoIvKCr+pi20aTxrrwZPj8kEBy/GzW3UTzppRemnWf23/8NstJ4vazQMGjOe3BMFIPuBUowiDeLAN1VYzI4UZlQBsR0vIsHI6YEMGuXD9+8mnsk9m+DHkAl+HVy0rKwsVqxY0aHlgpOTU4fLOTo6snDhmca13k2OVK48zdnDQc0NRhzH9GzIc69+L0/sfkJtYnt94PUcKT5yVRQPNCUkkL/wAZQ2l1Pj7o7Hg4uoXrkSxXj5xQMZGRkcOHCAgoICFEVh8ODBZGZminw0gUAg6GKEWLuCtBcBODqG09iYjr7gCwwG64B0SdIQHPwoev1nHVw0OHc+Wjs1pSXs+uxDLBYvNHaBWIwFjLrpOvwG30BhVgqKxdos9/iW2g7nDRrlTViMLzs+S1GFWeho3w65Z+3iTK/XU2+XS3pBPvviSjr1xho3bhyRkZEsX768w4Pax+KKS3MQhh21VKTlonG3xWy2gLnnw571hnqWJS9jadJSVajJkkyUTxSLhy/u8yHPlrR0iv/0Z1WoIUm4/+pevB9/HOdZsy7LSWtpaWHr1q1qybkkSdx5551ERESg1+uFkyYQCARdjBBrV4jq6lgSEu/v4J7Z2QXSPmxKUUCrcWRU9BcXzEcrSj9N+tFDVBXoyT0Zj6z1x8b5LkADdgqpsRqSDqS0HW2dR+Af7kZpTp3akDZqZn/6DXTF0c22U+5Zv4Gu6s8nTpzgu+++U8Nbtra2DB48mPT0dLU3VmRkJEFBQR2cNB+L65mB84DDKB/cbw/DUNjQo2HP2OJYPkv6jITyBBqNjYzrN46EsoSronigKSGB+u07aM1Ip/HAQSQ7O9BqrTmBOh2OEycCl1Y80N6Co6GhgeTk5A6VvWAtQQeRjyYQCATdgRBr3UhNzXFKSr/HYKiksnJPh5Yb/YMW4eNzI/EJ910wH+1s0o4cZNN7XyBrBwPOuPo/gKHVHYtJUa/t5utI/2GenNipVys2J9xmbTb6U8KsndzcXI4dO0ZFRQWlpaXq9vbxGNdff/05HZT2B7WlxUT5x6dUoYYEWm8Hq5vWg5WeK06v4PXY11FQkCWZl697mVtDb70qJg/UbdlC4TPPgtnqErrcPI9+f/oTrTk5l92C48cjoQICAhg9ejSbNm3qNBJKIBAIBF2PEGvdRFHxOk6ffo72YgFn50gaGtJQFAuyrMPH50ZcXUddlJN2alciSftzaWlsoL5KQed4F5JkdcwsZhP9IzzJT6pEsShotDLX/2Iw/Qa6EjLS65zi7GzaRVdQUBBGo5Fjx46Rnp6u7h86dCgZGRnqQ3ngwIHAuR2U1rw6GuNKaDldhaXB2GsqPRsMDfzz+D9Zk75G3SYhUd5cDvTdyQNNCQnUbd5Ma1Y2TYcOoVaKyDK2oWFo3NwuqwVHdnY2BoOBuLi4Di04hgwZwqhRo/D29hYhT4FAILgCCLHWTbQ056G29EeDj/cNDA7/aydh9mMnrSS7loLUahxdbWhtNpGyP5uqEjOS5AK4oNEa1WeyolgIjXFn2q9GqOOfLuSanU12djYrVqzA3ObGAGg0Z42JkiT8/f2ZOHHiBR/KLZk1VCw9pRYQuM0PRdfPsUdDnolliaxJX8O+gn3UGmq5KeQmdubv7PPFA4rZTNXyzyl76y11LJTDxIk0Hz/eYerApZKXl8fy5ctVgebm5obJZFLD3mKwukAgEFxZhFjrJjw9p5CX//EFQ5xWcVaFg6st5fn1JO8r7NBKQ7E0g2Rn/Vmx4BNkoqpEh9mkoNXJDJ0YDlxYmIHVLcnIyEBRFMrKysjIyOhQKDBixAiio6NVAXcxFX2KotCSXEnVN+kdKj0tTaYeDXkeLDzIYzsfw6JYh63/dcJfuSP8jj4b8mzPRzNVV9F06DCms8LTyDKO48bh/dvfXFLIs91dDQgIoKysjN27d3dw0kaNGkVISIhw0QQCgaCHEGKtmzhXiLPd/fIPc8PGXkvKgSJO7S7oIM7aURQLppZjeAVI1FRGoygawMzQSYF49x/QyUU7F+0PYR8fH3Jzczly5IhaKODg4NCpUGDMmDGdCgXO92BuzaujOakCQ14dhvx6NB62mE0WsPR82HN73nb+fODPWNr6zMmSTHWrdQpDXwx52u/fT95XX6suml3USNx+8QsqP/jfZbfg0Ov1LF++vMN8uh8PVw8JCREumkAgEPQgQqx1I82Vg6hM98Au3J3KnM7Dzzsggad/KxUFMmAVZjE3jWLS3XM4teeEtZnt6P4MnzoS6Jx79mOSkpL49ttvOzhn6q3amtZOmTLlJwsFzkdLdg0VnySBxfpeHCf64zZ3IIaC+h4Ne+7R7+Hd4++SVZtFsHMwxY3FHao8+wrWRraxyA4O1O/YicvRo2d2yjLO06bj9cgSHMeNvaziAbPZzP79+zsItdGjR3PzzTeLFhwCgUDQixBirZvQn65iw3snzivOBkZ5Ez7Ol+2fJmE2KaBYKDr9LQCyLhDFXITOZgYAw6eOVEXa+cjLy+PkyZMYDAaKioqorKzssD8iIoK0tLTLHv1jKGygamWqKtSQQONsg6SReizsabKYeDvubb44/QUAWknLS9e9hEbS9LmQZ1N8AvkLF6K0NTjWuLnROG0qTocOd8pHu5zigePHj5Obm0tNTY1arKLRaIiKigJEPppAIBD0JoRY6yZyTlZ0EGq+A12oyK/HYlHQaGSiZ/enpS6L5ppVSBp/LMYCwsYMIjs+FrOhtMP8zh/T7nr4+/vT0tJCfHw8WVlZ6n5/f/9O457Gjx/P+PHjL8ktac2rozWzBlNlM02JZUh2WtBIPRrybM89c9A68E36N2TWZKr7FBQSyhJYPHxxnxBpZ4+Eqly6VBVqSBLu999H0bBhDFuy5LJbcACkpKTwzTffqOHwGTNmEBwcTF5ennDRBAKBoJcixFo3ETbah5T9hao4m3RnGICas1ZTnMi2D/+DxdgCxkIkWcZnwCxGz70VffIpgiKG4x8+tNN109LSWLVqVYfwplZ75tcoSRJDhw5l8uTJREREnDPE+XNozauj/OOT0NbHzXawO553D8ZY3txjIc/EskQWb1tMq7kVAC97L54Y9QQfnvgQo8XYp8KePx4JJTs7d2xkO2EC1NZesovWjqIoJCQksHHjxg7zOwH69+9P//79L//NCAQCgaBbEGKtm/ALdeO2p0d1KAQoSj9NQ8Vhdh9IpjgjDXf/QOrKS7GYzaqT5h8+tJNIS05OJiEhgbq6OsrKyjrsGz16NCNGjOCLL77o1KD0ckNZlmYTNRuyVaGGBLYDXJEddNgG63ok5NlgaOBf8f9ShZqExILwBSwevpgY35g+FfZsPnWKoj/+X4eRUB4PLMRx4sSOLtqePZd8D71eT1paGjk5ORQWFtKvXz8qKipEM1uBQCDoQwix1o2c3U5Df/oUa/7+ZyxtPc1G3XgL19//ECWZ6R2cNL1eT05ODg4ODlRXV5OcnExNTY16zfDwcLKzs9WHbVRU1EVXcF4sLbm1NB4qoiWjGqXZDDKg0KMhz6PFR2kwNPB99vdUtVQhSzIoYKOxYYL/BKBvVHo2JSRQt3ETLadP03z8OLKTU6eRUJfrorWj1+tZtmyZ2kdv/PjxzJ49m8LCQlE8IBAIBOfhm2++4cUXX+T06dPExsYSE3PuSM2WLVt44oknMJvNLF68mOeff77b1iTE2hUgP+kkG/71uirUJFnGwdUNWdZgtnfC4OVHq86OAwcOsHPnzg5hKjc3N/U6kiQRFBTE5MmTf3YF58XSmFhG9ao0az9fCdzvDEfrbd+jIc8Htz6I0WLN4xrsPpj/zvgvRouxT7loADXrv6f4j39UW3C4LbgLn9//gdaM9C7JRzub1tZWNm7cqAo1SZJwdHRElmVRPCAQCAQ/QWRkJN9++y2PPPLIeY8xm808/vjjbN++ncDAQMaMGcMtt9zCsGHDumVNQqx1I5lxRzm0+kvK83JwdHdH1mpRLBY15JmVlcXKlSs7TBA4m8mTJxMWFsby5csvukntpWJpMVG3I5+Gg4VnBi8A5noDjjG+PRLyzKjO4E8H/qQKNRmZOQPmEOEVAdAnRFpTQgJ1mzbTmp5O09ktODQadAGBaJwcu8xJa6e4uJg1a9ZQWVmJLMsoiiJCngKBQHCRDB3aOV/8x8TGxhIaGqqOYLznnntYv369EGvdSWNjI3suIy/oXFSknCRv7zbrC0kmYPIsGptbqMrNQuvhzdqtOzq11/Dw8KCmpgaLxYIsy9TX15OVlcXw4cOpqanBzc2NrKysDpWfl4tdNbjmSthXSmhM0Oit4FApIVlAkSClJouWPV13v4shuSmZzbWbyTPkYSvZokGDgoJG0qAt1rKnas8VXc+lYns0Ftdly5AUBQVojYzANi3dOmxdlknTaUm6iL+7hoaGi/r7rKmpQa/XU1lZiY2NDSNHjkSW5W772xEIrkUu9vso6FnKy8s7hC+XLFnCkiVLuuz6hYWFHUyTwMBAjp79D/IuRog1wNHRkalTp3bpNQ9XlpCnvlKoKyogs8mIorWHugYcHCxERESQmpqqdoqfP38+wBXLJ2qILaZma+aZkOcdYQSN6Wdt1dEW9ux/BR21ZlMzbx57k2/yvgFAI2n414x/4ahz7BMhz/YWHDp/fxp276Ju02Z1n6SRCZo1G4c//UkNeQ67SDdtz549F/z7zM3NZfny5SiKgiRJ3HnnnYSHh1/O2xEIBOfgYr6Pgp7H29ubuLi48+6fOXMmJSUlnba/8sor3HrrrRe8vnKO0UPtFfbdgRBr3YTk6oEiydA28iirvArFwcm67yImCHQH7SJM52NPc1IlTQkdK0vNDdZw45VsbptYlsixkmO0mFr4Lus7ypo6rul01ek+0S/txy04JFtbXG69lfotWzo0s+3qkCdAc3Mz3333XYf/8ygtLRViTSAQCM7Djh07Luv8wMBA9Hq9+rqgoAB/f//LXdZ5EWKtm6gxWWjqH462qR6TgzNDYsaSnp5+2RMELpXWvDoqPjmFYmzrzyaDQ7QPTacqwGzpkUrPHxcPDHQZyJJxS3gr7q0+1S/NWFxMySuvdGzBsWgRPk8+QdM9d3d58cDZVFdXs3LlSmpra9FoNKpLK/LTBAKBoPsYM2YMGRkZ5OTkEBAQwNdff83KlSu77X5CrHUTERERxMXFYXR0RqPRMGHCBCZMmNBjLROaEsrOCDXA6boA3OYOxHG83xWt9Dx78sCy5GWqUJOQmDdoHncPuZvBHoN7fdizKSGBhr37MOTn07BjB4rZDBqNtQWHjQ1O108BLn0k1MUQHx/P5s3WUOv999+PVqsVLTkEAoHgMlm3bh2//e1vKS8vZ+7cuURFRbF161aKiopYvHgxmzZtQqvV8t577zFnzhzMZjMPPvggERER3bYmIda6ifP1PruSD1F1TFSFdUwUAJK1X5p9pBdw5UOeD219CIPF6kA565zRyloURUEn6xjTzzrzsrf3S2s4eBD9I7+GtgHojtdfj99fXsBYVtatLtrZ7Nu3j127dgHWCRZarVa05BAIBIIuYP78+WoO+dn4+/uzadMm9fVNN93ETTfddEXWJMRaN9KTD89zjYlyvi4AQ2HDFe+XZrQY2ZG3g3/G/VMVahIS90fcz3i/8b3eRQOrk9Z48CCmykpqv12nCjVkGYdRo9AFBKALCOh2kWaxWNi7dy979+5Vt5nNZnJzc4VQEwgEgqsUIdauQhSjmdrNOZ3GRNmFu2MX7n7F1nGo6BBfJH9BcmUy1a3V9HPo18FJG+83vte7aACNx46Rv+hBVaDZhIVhzMtDMZvVwoHuRq/Xk5WVRU5ODnl5eYSFhZGTkyPGRgkEAsE1gBBrVxmt2bVUr03HVNnSY2Oi8uvyeTf+XbbnbQeszWyfHv00CyMWcrL8ZJ9w0gAUo5Gadesoe/OtDk6a67x5OIwdc8VCnrW1tSxfvhxT2xrGjh3LjTfeSEFBgchREwgEgmsAIdauEloyqqndlodRX4/Gww6vxcORdPIVKx5QFIWv077m69Svya7Nts7ubEOSJMyKGVmS+4ST1nT8OFVffklTfALm0lJsQgdhbG1BMVu6tQXH+SgpKVGFmiRJODs7q6PHhEgTCASCqx8h1q4C6vcXULsxx/pCBvfbw7ALdQPodpHWYGhgQ/YGliUvo7ChELA2s31i1BP8N/G/faoFh6IoVH22jLI33wRFAUnC+9ln8XzoQZoTE6+Yk3Y2x48fp7i4GLAKNRHyFAgEgmsPIdb6MJYmIzUbsmmKP6uRrAIGfb0q1rqLDVkbWJm6kvTqdFrNrXjbeyMhobQNFjUrZj6e/XGfCHk2JSRQ+8MPNCck0nr69JkdsgxmM5IkXVEnTa/Xk52dTUlJCadPn8bd3Z25c+dSXFwsQp4CgUBwDSLEWh+kNa+OxsNFNKdXobSYcRjlQ/OpChRT9ze3PVF+greOvUVieSIAsiTz4oQXGeQ2iIe3PdzBSesLIc/aTZsoevY5sFh70DnPvYmGnTtRjKYrVjxwNnq9vkN+WmRkJB4eHoSGhhIaGnpF1yIQCASC3oEQa32MlrQqKpYl02Zg4X5nOI4xvrSO677mtolliXyb8S1pVWmkVKVgq7FVXTQJierWaqJ8ovqMkwZgLCmh4v33qVmz1hryBNBosAsfjMevftUjIU+A5ORkVagB+Pr6Yjabr+gaBAKBQNC7EGKtD9GSXk3lylRVqCGBud7at6y7mtuuTV/LS4dfUsObvxzyS6YHTec3u37TKR+tLzhp9fv2UfnhRzSfOGFN1p8zh4bdu7t9fufFkJOTQ3x8PNAxPy0rK+uKr0UgEAgEvQch1voALZk11G7JwVjQgMbdFrPZAmal20KeiWWJ7MjbQWpVKkdLjqrbNZIGbwdvxvmP61MuGoDFYKDs9TeoXrHCukGjwf/tt3GZPYumhIQec9LAGvo8dOgQqampeHl5MW3aNCorK9X8NCHWBAKB4NpGiLVeTuOxEqrXZlhfyBLud4YjabuvJcfBwoM8vvNxzIo19DYlYApHS45ispj6nItmFWGxKJJE7Zq1GPPzO+w35FgraHvKSQPIy8tj+fLlWCwWJEnihhtuYNCgQT2yFoFAIBD0ToRY66UoFoWG/YXUbsk5a6OCIb8el2lBXS7STBYTa9PX8lbcW6pQk5GJ9o3m4REP9ykXDaxCLX/hAygGa5hYGxCAz/PPU/7uuyhGY48UD/yY1tZWfvjhByxtxQ0ARUVFQqwJBAKBoANCrPUyWvPqaDldSUtmDcaCBmwGumDIbwBz91R6JpYlsi5jHbGlsRTUFzDUYyhZNVmYFXOfquo8G2NpKSV/f1kVakgS7nfeiecDC7EfOaJHQ57tVFdX89VXX1FRUYEsyyiKInqoCQQCgeCcCLHWi2jNq6P8o5NgtibzO10fgOsNIRjy67sl7Lk9dzvP7nsWi2JBQuKJ6Cd4aPhDnCg/0eecNIDGw4ep+OBDmhISwGwGjQbA6qKNHwf0bMgTrPlpCQkJJCUlIcsy999/PzqdToyNEggEAsF5EWKtl6CYFWq35KpCDQlkOx2SJHV5pWeTsYlPTn3C0qSlWBRrCE6WZJCsVYh9zUlTDAZK33mH6s+WWTfIMgHvvoPW27tXuGjt5Ofns2zZMjXseeeddzJw4EAAIdIEAoFAcF6EWOsFmOtaqfwqFUNOHUjWbd0V8vzy9JfEFsVSbahmov9Ejpce71Q80BdoSkig6chRLC0t1P3wA8aiojM7JQlDTi4us2f3CpEGYDQa2bx5syrUJEmiurq6h1clEAgEgr6AEGs9TP2BQuq25qJYFNzvCkfrZd8tIc9tOdt4bt9zWLCGPP8y/i/cNfguEssS+1zIs+n4cfIeWARGIwA2ISG9rnjgbGpra1m1ahXFxcUiP00gEAgEPxsh1noIRVGo/i6TpqMl1g1aCa2XfZeGPBPLEjlafJSqlipWp63GwpmQZ62hFuhLLTiO4TBqFIaCAspef10Vasgyrrfd2quKB84mNjaW7du3oygKd999N05OTiI/TSAQCAQ/CyHWegCLwUz12gyaT5Sf2WhWrI5aFwq1h7Y+hMFirYgMdw8nry6vz4U8mxISyF+0CKW1rbJTUdAFB2NpbESxWNpctLFAzxcPnI2iKGzbto3Dhw8DoNVqcXJyIigoSIg0gUAgEPwshFi7grTm1dGcXEFzciXmqhYcxvWjOb6sywewNxmbeDf+XVWoSUjcMOAGxvQb06dCnorJRNVny1BaWtVtLrfcgv/rr9GcmNjrXLR2TCYTmzZtUkdHAZjNZnJzc4VQEwgEAsHPRoi1K8SP23K43BSCy5RAWkf5dkmOWnvumUbS8HXq1xQ1FqGRNCgo2Mg2jOk3pk+EPAGa4uOp+uJLmhMSMJWUgCSBJCHZ2OD+i3uQJKlXuWjt6PV60tPTSUtLo6ysjJEjR5KcnIzZbBY5agKBQCC4ZOSf2qnX6wkJCaGqqgqwNvIMCQkhLy+PxMREJkyYQEREBCNGjGDVqlXqee+99x6hoaFIkkRFRYW6PTU1lQkTJmBra8tbb73V4V5btmxh8ODBhIaG8tprr3Vay1tvvdXpeq+++iqhoaEMHjyYrVu3Xton8DP4xz/+cUnnKRaFuu15HdpytP9sG+xy2RMJEssSWbxtMf+K/xdvH38bgGU3LGPZDcv4bfRv+Xj2x31CpCmKQsUnn5B376+o37wZU2kp3k8/TfCKFXg/8QT9P1va6wRaO3q9nmXLlrF//37KysqYNm0a8+fPZ+HChUyfPp2FCxcKV00gEAgEl8RPOmtBQUE8+uijPP/883z00Uc8//zzLFmyhODgYFpbW/n8888JCwujqKiI0aNHM2fOHNzc3LjuuuuYN28eU6dO7XA9Dw8P/v3vf/Pdd9912G42m3n88cfZvn07gYGBjBkzhltuuYVhw4YB1gfh9u3b6d+/v3pOSkoKX3/9NcnJyRQVFTFz5kzS09PRtDVC7Q7+8Y9/8H//938/6xxzg4GqVWm0ZtZ0S1sOs8XMJ6c+odVsDRVKSNwedjujfUcD9HqR1l48IDs6UPvDD7ScOHlmpyyDouAwKhqHUb1TpLVz9OhRzGbrmC5JkpBl67+DRI6aQCAQCC6Xn3TWAJ566imOHDnCu+++y4EDB3jmmWcACA8PJywsDAB/f398fHwoL7cmzEdHR58z5OPj48OYMWPQ6XQdtsfGxhIaGsrAgQOxsbHhnnvuYf369R3W8MYbbyBJkrpt/fr13HPPPdja2hISEkJoaCixsbHnfA95eXmEhYVRUVGBxWJh8uTJbNu27bzv+bbbbmP06NFERETw0UcfAfD888/T3NxMVFQU995774U+NgAaDhdR8mYcrdk1uN0eitcjI3CZPQCvxcMv20n75NQnfJ/5Pfdvvp+9BXuR2/5jq7FlnN+4S772laR9fmf5O+9Q+vIrGPUFeDy8GMnODjSaXteC41woisLevXtJSkpCkiQkSRIhT4FAIBB0KRfMWdPpdLz55pvccMMNbNu2DRsbm07HxMbGYjAYLnkAdWFhYQf3ITAwkKNHjwLw/fffExAQwMiRIzudM378+A7nFBYWnvP6wcHB/OEPf+DXv/4148aNY9iwYcyePfu861m6dCkeHh40NzczZswY7rjjDl577TXee+89EhMTL+o9NRwpomZ9lvWFVkLn64htsAt2Ay7PUWsPeRrMBhQUnHXOvDr5VQKdAvtU8UBrVhbFL7zQcX7nr+7F+7HHcJ4+vdcWD7Sj1+vJysoiPz+f7OxsRowYQXR0NAUFBaIth0AgEAi6lIsqMNi8eTN+fn4kJSUxa9asDvuKi4u57777WL58uRr6+bkoitJpmyRJNDU18corr5zTBTvfOedj8eLFfPPNN3zwwQcXFFz//ve/WbduHWB9KGdkZODp6XmBd9ERS5PpzIsubMuxPnO9GvIE+MWQXzBv4Dyg94c8Aep27KDifx/QmpKCZGsLWi0oCpJOh+OECUDvasFxLvR6PcuXL8dksv6OY2JimDt3LpIkERIS0sOrEwgEAsHVxgXFWmJiItu3b+fIkSNMmjSJe+65Bz8/PwDq6uqYO3cuL7/8cgeX6+cSGBiIXq9XXxcUFODv709WVhY5OTmqq1ZQUMCoUaOIjY097znno6mpiYKCAgAaGhpwdnY+53F79uxhx44dHD58GAcHB6ZOnUpLS8vPfk+2g9yQdPouacuRWJbIoaJDZNZksj1vO1Lbf2w0NkwOnHzJ172SmKqrKfn7y9Rv2mTdoNEQ8O9/oXF27vUu2o85ceKEKtQkScLV1fUn/6EgEAgEAsHl8JNiTVEUHn30Ud5991369+/Pc889x7PPPsuKFSswGAzMnz+f+++/n7vuuuuyFjFmzBgyMjLIyckhICCAr7/+mpUrVxIREUFZWZl63IABA4iLi8PLy4tbbrmFX/7ylzz99NMUFRWRkZHB2LbmqOfiD3/4A/feey/BwcE8/PDDbNiw4ZzH1dbW4u7ujoODA6mpqRw5ckTdp9PpMBqNnXLuzoVtsAtei4dfdluOxLJEHtz6IEaLtWP/rOBZ3B1+N6cqT/X6kGdTQgKNBw9iKiunbtMmLI2NHfa3nk7F65ElfUakgfUfL+3900R+mkAgEAiuBD8p1j7++GP69++vhj4fe+wxli1bxt69e9Hr9ezbt4/KykqWLVsGwLJly4iKiuLf//43b7zxBiUlJYwYMYKbbrqJTz75hJKSEmJiYqirq0OWZd59911SUlJwcXHhvffeY86cOZjNZh588EEiIiJ+cuEREREsWLCAYcOGodVqef/9989bCbp3716OHTvGwYMH0Wg0rF27ls8++4xFixZ1OvaGG27ggw8+YMSIEQwePLiDY7hkyRJGjBjBqFGjWLFixU+uD7js0VG1rbW8FvuaKtRkZIZ5DmOc/zjG+ffuIoKm48fJW/gAtDlQ9qNH437P3RS/8JdeOb/zQuTl5bF9+3YKCgoICQlh4sSJlJSUiPw0gUAgEHQ7knKu5K9rjJiYGOLi4np6GcCZ5rYosCJ1BVXNVWqITSfr+kTPtMYjRyh89jnM7T3xZBnvJ57A65ElZ+Z89qGwZ3p6Ol999RWKoiDLMgsXLiQ4OPiK3X/Pnj2d2uAIBIKeQXwf+wa96bneFYgJBr2I9krP9gKCYOdg3p/3PgazoU9UetZt2kz5++9jyMpC4+WFpNOdNb/T6qL19uKBH1NUVMTatWvVghZFUcjPz7+iYk0gEAgE1zZXnVgbN24cra2tHbZ98cUXDB8+vMO2yspKZsyYAVidk6ioKAB27tz5sys/uwJFUfg85fMOzW1vHnQzwzytjYF7s0gzVVdT8re/Ub95i3WDVkvA2/9E0un6nIt2NomJiWzYsAFbW1tMJhMWi0XkqAkEAsFVzjfffMOLL77I6dOniY2NJSYm5pzHDRgwAGdnZzQaDVqttludvKtOrLX3Z7sQnp6eaguPnrRLE8sS2ZW/i7jSOE5VnOpQ6dmbm9s2JSTQeOgQ5spKan/YgKWh4cxORaE5IbHPFQ+0c3Z+2oABA7jrrruoqqoiNzdX5KgJBALBVU5kZCTffvstjzzyyAWP3b17N15eXt2+pqtOrPUlEsoSeHDrg5gs1iT8+4bex6wBszheerxXhzyb4uOtxQNGa+GDfXQ07r/8RZ8tHjibH+enTZs2DUdHRxwdHYVIEwgEgmuAoUOH9vQSOiHEGtDY2MiePXuu6D0rTZX8p+Q/qlCTkKgprqG2qZZQQqmprGFPypVd08Wgzc3F9cMP0bYJNUWSKAvuT66zM7rf/RZdejrG8HBKamvhCn+ml0tjYyMJCQlqfprFYmHPnj09np/W0NBwxf8+BQLBuRHfx75BeXl5h/DlkiVLWLJkSZfeQ5IkZs+ejSRJPPLII11+/bMRYg1wdHS8ItU9iWWJHCs5RoOxga9Tv8aMGa2sRVEUdLKOBRMW9Eo3rSkhgYbde2hJTaVx3z5kN1csOh1YLMg6HZF3320Nd/bRCim9Xs+xY8dISUlBp9OhKIqanzZ9+vQed9RE9ZlA0HsQ38e+gbe390+mN82cOZOSkpJO21955RVuvfXWi7rHwYMH8ff3p6ysjFmzZjFkyBCmTJlyyWv+KYRYu0L8uNJzqMdQ3pn2DuVN5b260rMpPoG8++9X+6W53DyPfn/9K60ZGX26eKCd/Px8li1bhsViAeCOO+7AyclJ5KcJBALBVcyOHTsu+xrtU5N8fHyYP38+sbGx3SbWLjjMU6/XExISQlVVFQDV1dWEhISQl5dHYmIiEyZMICIighEjRrBq1Sr1vJycHMaNG0dYWBh33303hraB3evXr2fEiBFERUURExPDgQMHAGhpaWHs2LGMHDmSiIgI/vrXv6rXqqqqYtasWYSFhTFr1iyqq6vVfSdPnlTXMHz48EsaDXWxfPfdd6SkpPzs88wWM5+e+rRDpees4FkEOAUQ5RPF4uGLe6VQM9fVUfyXv6hCDVnGNjQMjZMTDtHRfbaAoB2DwcCGDRtUoSZJEhUVFQQFBTF58mQh1AQCgUBwThobG6mvr1d/3rZtG5GRkd12vwuKtaCgIB599FGef/55AJ5//nmWLFlCcHAwDg4OfP755yQnJ7NlyxaefPJJampqAOt4p6eeeoqMjAzc3d359NNPAZgxYwYnTpwgMTGRpUuXsnjxYgBsbW3ZtWuXum/Lli3qqKfXXnuNGTNmkJGRwYwZM3jttdcAMJlM/OpXv+KDDz4gOTmZPXv2XNQoqEvl54q1xLJEXot9jTt+uIM9BXuQ2/5jq7FlTL/em4DflJBA8YsvknXTXAw5OdZh6xoNko1Nny0c+DGVlZV88sknlJWVIcuyGB0lEAgEAgDWrVtHYGAghw8fZu7cucyZMwew9t286aabACgtLWXSpEmMHDmSsWPHMnfuXG644YbuW5RyERgMBmX48OHKO++8owwbNkxpbW0953EjRoxQ0tPTFYvFonh6eipGo1FRFEU5dOiQMnv27E7HHzp0SBkyZEin7Y2NjUp0dLRy5MgRRVEUJTw8XCkqKlIURVGKioqU8PBwRVEUZePGjcq99957MW9BMZlMysKFC5WIiAglMjJSefvtt9V9o0eP7nDsRx99pMTExCgjRoxQbr/9dqWxsVE5ePCg4u7urgwYMEAZOXKkkpmZ+ZP3O1p0VBm5fKQSuSxSiVwWqbwX/56SUJqgfHzyYyWhNOGi1twTNMbFKSkRkUrK4CFKypChStXq1UpjfLxS/sGHSmN8fE8v77LJz89Xvv32W+WVV15RXnvtNSUzM1PJz89X9u3bp+Tn5/f08s7J7t27e3oJAoGgDfF97Bv8+Lne17monDWdTsebb77JDTfcwLZt27Cxsel0TGxsLAaDgUGDBlFZWYmbmxtarfXygYGBFBYWqseuW7eOP/7xj5SVlbFx40Z1u9lsZvTo0WRmZvL4448zbpy1z1hpaSl+fn4A+Pn5qcPd09PTkSSJOXPmUF5ezj333MPvf//7c76HxMRECgsLSUpKAlAdwHNx++238/DDDwPw5z//mU8//ZTf/va33HLLLcybN48777zzgp/ZtrxtmBUzALIkY6u1JconqleGO9tpzcqi8JlnO4Q9zVXVfW7qwPnIy8tj+fLlathzwYIFDBo0CECEPAUCgUDQa7lgGLSdzZs34+fnp4qdsykuLua+++7js88+Q5ZltfXB2bTPtwSYP38+qampfPfdd7zwwgvqdo1GQ2JiIgUFBcTGxp7zXmdjMpk4cOAAK1as4MCBA6xbt46dO3ee89iBAweSnZ3Nb3/7W7Zs2YKLy/kHrCclJTF58mSGDx/OihUrSE5O/sl1nIt5A+dho7FBI2mwkW2I8T13B+SepikhgYr/fUDJ3/5GzvzbsdTXg05nDXv24X5pP6ahoYHvvvuuQ35aZWVlD69KIBAIBIILc1HOWmJiItu3b+fIkSNMmjSJe+65R3W66urqmDt3Li+//DLjx48HwMvLi5qaGkwmE1qtloKCArVq4mymTJlCVlYWFRUVHToAu7m5MXXqVLZs2UJkZCS+vr4UFxfj5+dHcXExPj4+gNWxu/7669Vzb7rpJuLj49UxUmfj7u7OiRMn2Lp1K++//z6rV69m6dKl53y/DzzwAN999x0jR45k2bJll9RTJ8onik9nf9q7Kz0TEshf+ABKW/GHw5gxBLzzNga9/qqo9GwnJyeHtWvX0tzcrP5jQuSnCQQCgaCvcEFnTVEUHn30Ud5991369+/Pc889x7PPPgtYq+nmz5/P/fffz1133aWeI0kS06ZNY82aNQAsX75c7VuSmZmpOm/x8fEYDAY8PT0pLy9XQ5PNzc3s2LGDIUOGAHDLLbewfPnyTteaM2cOJ0+epKmpCZPJxN69exk2bNg530dFRQUWi4U77riDv//978THx5/3PdfX1+Pn54fRaGTFihXqdmdnZ7X642LozZWeitFIxX/eU4UasoTjpOvQenldFZWeYA17fv755yxfvhxbW1uWLFnCokWLmD59OgsXLhShT4FAIBD0CS7orH388cf079+fWbNmAfDYY4+xbNky9u7di16vZ9++fVRWVrJs2TIAli1bRlRUFK+//jr33HMPf/7zn4mOjuahhx4CYO3atXz++efodDrs7e1ZtWoVkiRRXFzMwoULMZvNWCwWFixYwLx58wBrBeqCBQv49NNP6d+/P9988w1gdcuefvppxowZgyRJ3HTTTcydO/ec76OwsJBFixapYbBXX331vO/573//O+PGjSM4OJjhw4erAu2ee+7h4Ycf5t///jdr1qxR8536Ck0JCTTFHkPr60PV55/TmnIaZKtet1Z6ju3hFXYdJ0+eZN26dSiKov5t+Pr6AiI/TSAQCAR9C0k5V4LZNUZPDnK/UjQlJJC/aBFKqwEUBdnVFb+//w2tt/dVFfI0mUwcPHiQPXv2qA6uJElMnz6dyZMn9/DqLg3RMV0g6D2I72Pf4Gp7rosJBtcItevWobS0qq/df/ELXGbPBrgqRBpYw+o7d+6ksbGRgQMHkp+fj9lsFvlpAoFAIOjTXJVibdy4cbS2tnbY9sUXXzB8+PAO2x5//HEOHjxIeno6UVFRADzxxBMsWrToSi21W2lKSKBx3z5a0tJo2LXbulGWkWxscLq+e0Zi9ATNzc18//33nD59GrBWFU+bNg1AjI0SCAQCQZ/nqhRrR48evajj3n//feDqs0uhbabnwoVgNALgPG8e7nfcQfPJk1dFyFOv15OTk4PJZOL48eM0Njaq+ywWC7m5uWJklEAgEAiuCq5KsXat05KSQuGzz6pCDVnGLiwMxwnjcZwwvmcX1wXo9XqWLVuG2WxtOuzl5cXMmTPZuHGjCHsKBAKB4KpDiLWrhKaEBBr27qM1I4OGXbuQnZxApwWLclU1t62qqmLDhg2qUAMYMWIE0dHReHl5ibCnQCAQCK46hFi7CmiKiyPvgUXqmCjnG2/E76UXac3KuioqPfV6PWlpaVRWVpKWloYkSR2a24aEhADWlhxCpAkEAoHgakOItT5O0/HjFDz1dId5nnZDhqBxcbkqZnpmZWWxYsUKtT/ekCFDmDt3LjU1NcJFEwgEAsE1gRBrfZCmhATqd++mJSWFpgMH0Xh6Iul0KBbLVRHy1Ov1ZGdn09zczPHjxzvM8wwICMDZ2RlnZ2ch0gQCgUBwTSDEWh+j6fhx8hY+oDppLrfdit9f/kJLWtpVEfLMz89n+fLlak6ah4cHtbW1WCwWUTggEAgEgmsSIdb6EC2nT1P49DMdQp62IQORHRyuipBnbm4u3377rSrUJEkiKiqKkJAQEfIUCAQCwTWLEGt9gMbDRyh/7z2aExLaqjx1cBWFPJOTkykqKiI/Px8HB4dOxQOicEAgEAgE1zJCrPViFLOZ8v+8R+UHH1g3aDQEvP1PZEfHqyLkmZ6ezldffaXO8IyJiWH27NmUlpYKJ00gEAgEgjaEWOtlNCUk0BR7DMnOjtp162hNTe2wvyU5Ba9HlvRZkdZePNDU1MTx48c7DFt3dXXFxsZGOGkCgUAgEJyFEGu9iKaEBPIXPoBiMACg8fLC67e/ofLjT1CMxj4f9jzX5IGamhoxdUAgEAgEgp9AiLVegqm6mtJXX1OFGpKE+y9/ifdjj+I4cWKfD3tWV1fz/fffdygeGDFihCgeEAgEAoHgAgix1sM0HYuj8pNPaDx2DKWlBTQaUBQkGxt1jmdfrfTU6/VkZWVRU1NDUlISiqKI4gGBQCAQCH4mQqz1IFVffknpK/8ARQFZxv/119AFBvZ5Fw06hzxDQkK47bbbqKurE06aQCAQCAQ/AyHWegBTeTmlr79B3YYNZzZKEsaiYlxvvrlPizSAhoYGfvjhhw4hz4EDB+Lq6oqrq6sQaQKBQCAQ/AyEWLuCNB0/TuWnn9J45CgYjbjefjt1GzeimEx9vngArNMHjhw5QmZmJiaTqUPIUxQPCAQCgUBwachddSG9Xk9ISAhVVVWANaE8JCSEvLw8EhMTmTBhAhEREYwYMYJVq1ap5+Xk5DBu3DjCwsK4++67MbQl2K9fv54RI0YQFRVFTEwMBw4cAKClpYWxY8cycuRIIiIi+Otf/6pe68SJE0yYMIHhw4dz8803U1dXB0BlZSXTpk3DycmJ3/zmN5f8Ht99912ampou6dzqr1eR96v7aNi1G6WlBb/XXsP/H6/Qf9lneP/ud/T/bGmfdtSSk5P57LPPSElJwWg0Mn/+fBYtWsT06dNZuHChcNMEAoFAILhEukysBQUF8eijj/L8888D8Pzzz7NkyRKCg4NxcHDg888/Jzk5mS1btvDkk09SU1MDwB/+8AeeeuopMjIycHd359NPPwVgxowZnDhxgsTERJYuXcrixYsBsLW1ZdeuXeq+LVu2cOTIEQAWL17Ma6+9xqlTp5g/fz5vvvkmAHZ2dvz973/nrbfeuqz3+HPFWlNCAqX/fJu8hxZT8uKL1tw0sIY8CwoAa/FAX+6bZjQa2b17N2vWrFF7pgHU1NQQFBTE5MmThVATCAQCgeAy6DKxBvDUU09x5MgR3n33XQ4cOMAzzzwDQHh4OGFhYQD4+/vj4+NDeXk5iqKwa9cu7rzzTgAWLlzId999B4CTkxOSJAHQ2Nio/ixJEk5OToBVKBiNRnVfWloaU6ZMAWDWrFmsXbsWAEdHRyZNmoSdnd1FvY9HH32UmJiYDs7dv//9b4qKipg2bRrTpk274DUaY2PJu+9+qj7+mKaDB3GYMhnJ1hY0mqsm5Ll27Vr+9a9/sXfvXkJCQtBqtUiSJMKeAoFAIBB0IV2as6bT6XjzzTe54YYb2LZtGzY2Np2OiY2NxWAwMGjQICorK3Fzc0OrtS4jMDCQwsJC9dh169bxxz/+kbKyMjZu3KhuN5vNjB49mszMTB5//HHGjRsHQGRkJN9//z233nor33zzDXq9/pLexyuvvIKHhwdms5kZM2Zw8uRJfve73/H222+ze/duvLy8LniNui1bOgxcdxwdg/ejj14VlZ4pKSl88803qpN24403Mm7cOPR6vaj0FAgEAoGgi+lSZw1g8+bN+Pn5kZSU1GlfcXEx9913H5999pmafP5j2l0ygPnz55Oamsp3333HCy+8oG7XaDQkJiZSUFBAbGyseq+lS5fy/vvvM3r0aOrr688pFi+G1atXM2rUKKKjo0lOTiYlJeVnX8P15puRbGysTpqNjSrQ+nLI02KxEBsby9q1azuMiWrPMxRhT4FAIBAIup4uddYSExPZvn07R44cYdKkSdxzzz34+fkBUFdXx9y5c3n55ZcZP97a7LV93JDJZEKr1VJQUIC/v3+n606ZMoWsrCwqKio6uFpubm5MnTqVLVu2EBkZyZAhQ9i2bRtgHRJ+tht3seTk5PDWW29x7Ngx3N3deeCBB2hpafnZ13GIjqb/8mVXhZOm1+tJTk4mJyeH0tJSAgICKC0tFWOiBAKBQCC4AnSZs6YoCo8++ijvvvsu/fv357nnnuPZZ58FwGAwMH/+fO6//37uuusu9RxJkpg2bRpr1qwBYPny5dx6660AZGZmqu5NfHw8BoMBT09PysvL1eKE5uZmduzYwZAhQwAoKysDrA7Qyy+/zK9//euf/T7q6upwdHTE1dWV0tJSNm/erO5zdnamvr7+oq/V1500gLy8PD777DOOHDlCaWkpkydPZvHixSxcuFBUegoEAoHgquO5555jyJAhjBgxgvnz56ua48ds2bKFwYMHExoaymuvvdata+oysfbxxx/Tv39/Zs2aBcBjjz1Gamoqe/fuZfXq1ezbt49ly5YRFRVFVFQUiYmJALz++uu8/fbbhIaGUllZyUMPPQTA2rVriYyMJCoqiscff5xVq1YhSRLFxcVMmzaNESNGMGbMGGbNmsW8efMA+OqrrwgPD2fIkCH4+/uzaNEidX0DBgzg6aefZtmyZQQGBp43tDly5Eiio6OJiIjgwQcf5LrrrlP3LVmyhBtvvPGiCgyuBioqKli7di0WiwWwimsbGxskSRIhT4FAIBBclcyaNYukpCROnjxJeHg4r776aqdjzGYzjz/+OJs3byYlJYWvvvrqklKmLhZJOVfi2DVGTEwMcXFxPb2MXkNeXh4HDhwgOzsbjUaD2WzGYrGg0WiEk9YD7Nmzh6lTp/b0MgQCAeL72Ffoquf6unXrWLNmDStWrOiw/fDhw7z44ots3boVQBV0f/zjHy/7nudCTDDA2hpkz549Pb2MXkFhYSEZGRnq66FDh6LT6aipqcHNzY2srCyysrJ6cIXXHg0NDeLvUyDoJYjvY9+gvLycmJgY9fWSJUtYsmTJz77O0qVLufvuuzttLyws7GBcBAYGcvTo0Utb7EVwTYu1cePG0draSl5eHk8++SQAX3zxBcOHD+/ZhV1B2ttt2NnZkZKSQk5OjrpPkiR8fX2ZPHlyD65QIP4lLxD0HsT3sW/g7e39k87azJkzKSkp6bT9lVdeUXPnX3nlFbRaLffee2+n4y7UzaKruabFWrsKvlbDoHq9nmXLlqkD1+3s7Bg7dizx8fGi0lMgEAgEVy07duz4yf3Lly9nw4YN7Ny585wiLDAwsEMv1/N1s+gqrmmxdq2iKApZWVn88MMPqlADGD9+PFOnTmX48OGiua1AIBAIrkm2bNnC66+/zt69e3FwcDjnMWPGjCEjI4OcnBwCAgL4+uuvWblyZbetSYi1a4j8/HyOHTtGUVERlZWVODg4qM2JNRoNgwYNAqzNbYVIEwgEAsG1yG9+8xtaW1vV7hbjx4/ngw8+oKioiMWLF7Np0ya0Wi3vvfcec+bMwWw28+CDDxIREdFtaxJi7RohLi6OjRs3qnH2SZMmMXXqVIqLi4WLJhAIBAJBG5mZmefc7u/vz6ZNm9TXN910EzfddNMVWZMQa1cxer2e06dPU1JSQnZ2trpdkiRsbW3RarXCRRMIBAKBoJcjxNpVSlZWFitWrFAb2oaFhZGTkyMKBwQCgUAg6GMIsXaVYTQaOXbsGLt27eoweaB///5MmTJFhDwFAoFAIOhjCLF2lZCXl8eRI0fIy8ujqamJgIAASkpK1MkD7QJNiDSBQCAQCPoWQqz1cRRF4dChQ2zfvh2wumg33ngj48aNUxveCidNIBAIBIK+ixBrfZB2Eebg4MCJEyfIz8/vsN9gMACiBYdAIBAIBFcDQqz1MfR6PcuXL8dkMgHWqQMTJ04kNjZWFA8IBAKBQHAVIsRaH6K1tZUdO3aoQg2s802nTZvG0KFDRchTIBAIBIKrECHW+gB5eXkcPXqUnJwcmpub1TllGo2G0NBQQIQ8BQKBQCC4WhFirRdjsVg4ePAgO3fuVLfNmzcPX19f4aIJBAKBQHCNIMRaL0Ov15OdnY3ZbCYlJYWKigp1nyRJNDc3CxdNIBAIBIJrCCHWehHZ2dl8+eWXajNbd3d3pk6dyoEDB0TxgEAgEAgE1yhCrPUwer2e9PR06uvrSUpK6jB1IDo6milTpjBo0CAR9hQIBAKB4BpFiLUeJDU1ldWrV6sCzdfXl4qKCnXqQEhICCCKBwQCgUAguJYRYq0HaGpq4uDBgxw+fLiDkxYZGcmAAQOEiyYQCAQCgUDlmhBrN910EytXrgRg5cqVPPbYYwAUFRXxu9/97oqtIzs7mwMHDqDX6zEajQwaNIi8vLwO+WjCRRMIBAKBQHA2PSbW2gXKlWDTpk0A5Obm8t///lcVa/7+/qxZs4aYmJhuvb/BYGDHjh3ExsYCVhdt/vz5jBw5UszvFAgEAoFA8JPI3XHRL7/8krFjxxIVFcUjjzyC2WwGwMnJib/85S+MGzeOw4cPX/A6L774Ivfddx/Tp08nLCyMjz/+GLAOL3/uueeIjIxk+PDhrFq1CoDi4mKmTJlCVFQUkZGR7N+/H4ABAwZQUVHB888/T1ZWFlFRUTz33HPk5uYSGRkJWCcBJCcnq/eeOnUqx48fp7GxkQcffJAxY8YQHR3N+vXrL/pzyMnJYcWKFbz99tuqUGunrq4OsOajTZ48WQg1gUAgEAgE56TLnbXTp0+zatUqDh48iE6n47HHHmPFihXcf//9NDY2EhkZyd/+9jcAnnrqKXbv3t3pGvfccw/PP/88ACdPnuTIkSM0NjYSHR3N3LlzOXz4MImJiZw4cYKKigrGjBnDlClTWLlyJXPmzOFPf/oTZrOZpqamDtd97bXXSEpKIjExEbA6bWffc/Xq1bz00ksUFxdTVFTE6NGj+b//+z+mT5/O0qVLqampYezYscycORNHR8ef/BwSEhJUYSdJkpjfKRAIBAKB4JLocrG2c+dOjh8/zpgxYwBobm7Gx8cHsI5HuuOOO9Rj33nnnQte79Zbb8Xe3h57e3umTZtGbGwsBw4c4Be/+AUajQZfX1+uv/56jh07xpgxY3jwwQcxGo3cdtttREVFXfS6FyxYwKxZs3jppZdYvXo1d911FwDbtm3j+++/56233gKgpaWF/Px8hg4d+pPXq62t7fDa3t6ehQsXipCnQCAQCASCn0WXizVFUVi4cCGvvvpqp312dnYd8tQuxllrn4PZjiRJKIpyzntPmTKFffv2sXHjRu677z6ee+457r///otad0BAAJ6enpw8eZJVq1bx4Ycfqu9n7dq1DB48+KKu086gQYM6NbMVxQMCgUAgEAh+Ll2eszZjxgzWrFlDWVkZAFVVVeTl5Z3z2HfeeYfExMRO/20XagDr16+npaWFyspK9uzZo4Y8V61ahdlspry8nH379jF27Fjy8vLw8fHh4Ycf5qGHHiI+Pr7D/Zydnamvrz/v2u+55x7eeOMNamtrGT58OABz5szhP//5jyoQExISLupzCAoKYuHChUyfPp2FCxcKkSYQCAQCgeCS6HKxNmzYMF5++WVmz57NiBEjmDVrFsXFxZd8vbFjxzJ37lzGjx/PCy+8gL+/P/Pnz2fEiBGMHDmS6dOn88Ybb9CvXz/27NlDVFQU0dHRrF27lieeeKLDtTw9PbnuuuuIjIzkueee63SvO++8k6+//poFCxao21544QWMRiMjRowgMjKSF1544aLXLooHBAKBQCAQXC6Scr6YYi/gxRdfxMnJiWeffbZb7xMTE0NcXFy33kMguFT27NnD1KlTe3oZAoEA8X3sK1xtz/Vuad0hEAgEAoFAIOgaevUEgxdffLGnlyAQCAQCgUDQowhnTSAQCAQCgaAXI8SaQCAQCAQCQS9GiDWBQCAQCASCXowQawKBQCAQCAS9mF5dYCAQCAQCgUBwJXnuuef44YcfsLGxYdCgQXz22We4ubl1Om7AgAE4Ozuj0WjQarXd2ipEOGsCgUAgEAgEbcyaNYukpCROnjxJeHj4OcdntrN7924SExO7vaebEGsCgUAgEAgEbcyePRut1hp4HD9+PAUFBT28IiHWBAKBQCAQCM7J0qVLufHGG8+5T5IkZs+ezejRo/noo4+6dR0iZw3Izc0lJibmvPtra2txdXW9giv6efTE+rrrnl113cu9zqWc/3PO+TnHlpeX4+3t/bPWcrUjvpNX5n5ded3LuVZ3fx9/zvHi+9iZ3vh9TE1N7fBcX7JkCUuWLFFfz5w5k5KSkk7nvfLKK9x6663qz1qtlnvvvfec9zh48CD+/v6UlZUxa9YshgwZwpQpU7r4nbShCC7Iww8/3NNL+El6Yn3ddc+uuu7lXudSzv855/ycY0ePHv2z13K1I76TV+Z+XXndy7lWd38ff87x4vvYmd7+fbwUli1bpowfP15pbGy8qOP/+te/Km+++Wa3rUeEQS+Cm2++uaeX8JP0xPq6655ddd3Lvc6lnP9zzuntf1O9nd7++V3p9fX27+PlXqu7v4+Xeg+Blavts9uyZQuvv/4633//PQ4ODuc8prGxkfr6evXnbdu2ERkZ2W1rkhRFUbrt6gKB4LKJiYnp9kojgUBwcYjv49VPaGgora2teHp6AtYigw8++ICioiIWL17Mpk2byM7OZv78+QCYTCZ++ctf8qc//anb1iTEmkDQy/noo4865FoIBIKeQ3wfBT2BEGsCgUAgEAgEvRiRsyYQCAQCgUDQixFiTSAQCAQCgaAXI8SaQCAQCAQCQS9GiDWBQCAQCASCXowQawJBH+a7777j4Ycf5tZbb2Xbtm09vRyB4JomOzubhx56iDvvvLOnlyK4yhBiTSDoIR588EF8fHw6NVLcsmULgwcPJjQ0lNdee+0nr3Hbbbfx8ccfs2zZMlatWtWdyxUIrmq64vs4cOBAPv300+5cpuAaRbTuEAh6iH379uHk5MT9999PUlISAGazmfDwcLZv305gYCBjxozhq6++wmw288c//rHD+UuXLsXHxweAZ555hnvvvZdRo0Zd8fchEFwNdOX38c4772TNmjVX/D0Irl7EIHeBoIeY8v/t3F8o638cx/HXOkq5UOKKrSQXW2OapcZ0yhVKkhCl3MluVm5kyo0bN65MkiKuuHAjLnchqWlh0dTWLiyzO1O7kTTt3Cnh/PLzZ1/H83H33efdp/fn4lOv73trv38rmUw++SwcDqu2tlY1NTWSpMHBQW1vb8vv92t3d/fZHvl8XpOTk+rs7CSoAe/wEfcR+Cx8DQoYSDqdlsVieXw2m81Kp9Ov1gcCAQWDQW1tbWlpaekrWgR+jLfex0wmo7GxMUUiEc3Ozn5Fi/ghmKwBBvLSrxJMJtOr9T6fTz6f7zNbAn6st97H8vJyXprwKZisAQZiNpuVSqUen6+urlRZWVnAjoCfi/sIoyCsAQbS1NSkRCKhi4sL3d/fa3NzU93d3YVuC/iRuI8wCsIaUCBDQ0Nqbm5WPB6X2WzWysqKioqKtLCwoPb2dtlsNg0MDMhutxe6VeCfx32EkfHXHQAAAAbGZA0AAMDACGsAAAAGRlgDAAAwMMIaAACAgRHWAAAADIywBgAAYGCENQD/lOrqal1fX7+7BgCMgrAGAABgYIQ1AN9WT0+PXC6X7Ha7lpeXn6wlk0lZrVaNjIzI4XCor69Pt7e3j+uBQECNjY2qr69XLBaTJIXDYbW0tMjpdKqlpUXxePxLzwMALyGsAfi2VldXdXx8rKOjI83PzyuTyTxZj8fjGh0d1dnZmUpLS7W4uPi4VlFRoZOTE3m9Xs3NzUmSrFar9vf3FYlENDMzo6mpqS89DwC8hLAG4Nuan59XQ0OD3G63UqmUEonEk3WLxSKPxyNJGh4e1sHBweNab2+vJMnlcimZTEqSstms+vv7VVdXp/HxcZ2fn3/NQQDgLwhrAL6lvb09BYNBhUIhnZ6eyul06u7u7kmNyWR69bm4uFiS9OvXL+VyOUnS9PS02traFI1GtbOz82w/ACgEwhqAbymbzaqsrEwlJSWKxWI6PDx8VnN5ealQKCRJ2tjYUGtr63/uWVVVJUlaW1v78J4B4P8grAH4ljo6OpTL5eRwODQ9PS232/2sxmazaX19XQ6HQzc3N/J6vX/dc2JiQn6/Xx6PRw8PD5/VOgC8iSmfz+cL3QQAfLRkMqmuri5Fo9FCtwIA78JkDQAAwMCYrAEAABgYkzUAAAADI6wBAAAYGGENAADAwAhrAAAABkZYAwAAMLA/dlJldsBoACQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "coefficients_elastic_net = pd.DataFrame(\n",
    "    cox_elastic_net.coef_, index=Xt.columns, columns=np.round(cox_elastic_net.alphas_, 5)\n",
    ")\n",
    "\n",
    "plot_coefficients(coefficients_elastic_net, n_highlight=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Choosing penalty strength $\\alpha$\n",
    "\n",
    "Previously, we focused on the estimated coefficients to get some insight into which features are important for estimating time to distant metastasis. However, for prediction, we need to pick *one* particular $\\alpha$, and the subset of features it implies. Here, we are going to use cross-validation to determine which subset and $\\alpha$ generalizes best.\n",
    "\n",
    "Before we can use [GridSearchCV](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html), we need to determine the set of $\\alpha$ which we want to evaluate. To do this, we fit a penalized Cox model to the whole data and retrieve the estimated set of alphas. Since, we are only interested in alphas and not the coefficients, we can use only a few iterations for improved speed. Note that we are using [StandardScaler](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html) to account for scale differences among features and allow direct comparison of coefficients."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
       "                ('coxnetsurvivalanalysis',\n",
       "                 CoxnetSurvivalAnalysis(alpha_min_ratio=0.01, l1_ratio=0.9,\n",
       "                                        max_iter=100))])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import warnings\n",
    "\n",
    "from sklearn.exceptions import FitFailedWarning\n",
    "\n",
    "coxnet_pipe = make_pipeline(StandardScaler(), CoxnetSurvivalAnalysis(l1_ratio=0.9, alpha_min_ratio=0.01, max_iter=100))\n",
    "warnings.simplefilter(\"ignore\", UserWarning)\n",
    "warnings.simplefilter(\"ignore\", FitFailedWarning)\n",
    "coxnet_pipe.fit(Xt, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the estimated set of alphas, we perform 5 fold cross-validation to estimate the performance – in terms of concordance index – for each $\\alpha$.\n",
    "\n",
    "*Note: this can take a while.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "estimated_alphas = coxnet_pipe.named_steps[\"coxnetsurvivalanalysis\"].alphas_\n",
    "cv = KFold(n_splits=5, shuffle=True, random_state=0)\n",
    "gcv = GridSearchCV(\n",
    "    make_pipeline(StandardScaler(), CoxnetSurvivalAnalysis(l1_ratio=0.9)),\n",
    "    param_grid={\"coxnetsurvivalanalysis__alphas\": [[v] for v in map(float, estimated_alphas)]},\n",
    "    cv=cv,\n",
    "    error_score=0.5,\n",
    "    n_jobs=1,\n",
    ").fit(Xt, y)\n",
    "\n",
    "cv_results = pd.DataFrame(gcv.cv_results_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can visualize the results by plotting the mean concordance index and its standard deviation across all folds for each $\\alpha$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "alphas = cv_results.param_coxnetsurvivalanalysis__alphas.map(lambda x: x[0])\n",
    "mean = cv_results.mean_test_score\n",
    "std = cv_results.std_test_score\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(9, 6))\n",
    "ax.plot(alphas, mean)\n",
    "ax.fill_between(alphas, mean - std, mean + std, alpha=0.15)\n",
    "ax.set_xscale(\"log\")\n",
    "ax.set_ylabel(\"concordance index\")\n",
    "ax.set_xlabel(\"alpha\")\n",
    "ax.axvline(gcv.best_params_[\"coxnetsurvivalanalysis__alphas\"][0], c=\"C1\")\n",
    "ax.axhline(0.5, color=\"grey\", linestyle=\"--\")\n",
    "ax.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The figure shows that there is a range for $\\alpha$ to the right where it is too large and sets all coefficients to zero, as indicated by the 0.5 concordance index of a purely random model. On the other extreme, if $\\alpha$ becomes too small, too many features enter the model and the performance approaches that of a random model again. The sweet spot (orange line) is somewhere in the middle. Let's inspect that model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of non-zero coefficients: 22\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "best_model = gcv.best_estimator_.named_steps[\"coxnetsurvivalanalysis\"]\n",
    "best_coefs = pd.DataFrame(best_model.coef_, index=Xt.columns, columns=[\"coefficient\"])\n",
    "\n",
    "non_zero = np.sum(best_coefs.iloc[:, 0] != 0)\n",
    "print(f\"Number of non-zero coefficients: {non_zero}\")\n",
    "\n",
    "non_zero_coefs = best_coefs.query(\"coefficient != 0\")\n",
    "coef_order = non_zero_coefs.abs().sort_values(\"coefficient\").index\n",
    "\n",
    "_, ax = plt.subplots(figsize=(6, 8))\n",
    "non_zero_coefs.loc[coef_order].plot.barh(ax=ax, legend=False)\n",
    "ax.set_xlabel(\"coefficient\")\n",
    "ax.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The model selected a total of 21 features, and it deemed `X204540_at` to be the most important one, followed by `X203391_at` and positive estrogen receptor status:\n",
    "\n",
    "\n",
    "## Survival and Cumulative Hazard Function\n",
    "\n",
    "Having selected a particular $\\alpha$, we can perform prediction, either in terms of risk score using the [predict function](https://scikit-survival.readthedocs.io/en/latest/api/generated/sksurv.linear_model.CoxnetSurvivalAnalysis.html#sksurv.linear_model.CoxnetSurvivalAnalysis.predict) or in terms of survival or cumulative hazard function. For the latter two, we first need to re-fit the model with `fit_baseline_model` enabled."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
       "                ('coxnetsurvivalanalysis',\n",
       "                 CoxnetSurvivalAnalysis(alphas=[0.03860196504106796],\n",
       "                                        fit_baseline_model=True,\n",
       "                                        l1_ratio=0.9))])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coxnet_pred = make_pipeline(StandardScaler(), CoxnetSurvivalAnalysis(l1_ratio=0.9, fit_baseline_model=True))\n",
    "coxnet_pred.set_params(**gcv.best_params_)\n",
    "coxnet_pred.fit(Xt, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For instance, we can now select a patient and determine how positive or negative estrogen receptor status would affect the survival function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "surv_fns = coxnet_pred.predict_survival_function(Xt)\n",
    "\n",
    "time_points = np.quantile(y[\"t.tdm\"], np.linspace(0, 0.6, 100))\n",
    "legend_handles = []\n",
    "legend_labels = []\n",
    "_, ax = plt.subplots(figsize=(9, 6))\n",
    "for fn, label in zip(surv_fns, Xt.loc[:, \"er=positive\"].astype(int)):\n",
    "    (line,) = ax.step(time_points, fn(time_points), where=\"post\", color=f\"C{label}\", alpha=0.5)\n",
    "    if len(legend_handles) <= label:\n",
    "        name = \"positive\" if label == 1 else \"negative\"\n",
    "        legend_labels.append(name)\n",
    "        legend_handles.append(line)\n",
    "\n",
    "ax.legend(legend_handles, legend_labels)\n",
    "ax.set_xlabel(\"time\")\n",
    "ax.set_ylabel(\"Survival probability\")\n",
    "ax.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can observe that patients with positive estrogen receptor status tend to have a better prognosis."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
